{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import gymnasium as gym\n",
    "import gym_cards"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe581ffeaa0>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "env = gym.make('gym_cards/NumberLine-v0')\n",
    "obs, info = env.reset()\n",
    "plt.imshow(obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 False False {'Target': 2, 'Current': 1}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "obs, reward, terminated, truncated, info = env.step(1)\n",
    "plt.imshow(obs)\n",
    "print(reward, terminated, truncated, info)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe57f98bfd0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "env = gym.make('gym_cards/Blackjack-v0')\n",
    "obs, info = env.reset()\n",
    "plt.imshow(obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0 False False {'Dealer Card': [(8, '8', 'H'), (8, '8', 'H')], 'Player Card': [(6, '6', 'C'), (10, 'J', 'H'), (4, '4', 'C')]}\n"
     ]
    },
    {
     "data": {
      "image/png": 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FkTENCw8Pz4Nmo0OnqyNLEqIooCgyg4NZPDxWVkrYlkMmm2Dr1jE0TaXRaLOxUcHzPGrVFqZpoygyuXyKbdvHaTTaOI6DKAh4CBw5fJY9N0wTi4Wp19osLW6QTEUZGx+kXm8Ri4VJJKIsLRU5P7eCgICmKaiqgixLTE4PIwoCvZ5BpdJgbbWMJImMjQ/S7ep0Oj30ngmAZdlEoiHCYQ1FkbAsh3g8Qq9rIMkisViEXD6FLEvMz60gyRK5XIrxiULwRSkg4DW4bpuU3e3Snb9A88hRtvzzTxIaG0GUZfTVNRZ+/w+pPPo9sg/cj5oJtll+Yjw2E4MHCmlazQ7LS0XyA2l27JzAdV1qtRb1eptIRGNqapi5uWX0nolp2tRqTZYWi4yNF9izd4Z2u8f8+TUkSWRyaojxyUGikRCmZTM1M4znejz2/SO02z3S6TgzW0YoFWskU1ESyRiu47K2WmbX7kkiEQ1REEmm4mghlVazw/hEgUwmTq3aolZrsXXLGBtrFUzTZqCQYXxikEIhTTiiYZkOPd1A0xRKxRqdTo9du6dwHIe52WVOn1wgnUkwPlHAtCyGhnLk8ikq5QaNepvUTJx0Jo7nwspKkbXVMvmBNI7jIisSjuNe4zcvIOCtzXXbpDzTwm62cC2L6PZtqNkMgigiyDJKNoOxsopnmte6zOsHD2RZQpYlbNul29XJZhO0210M3cS2/ZVFMhljeblIMhVn954BFEXi6AvnGB7JMzycIxoL0273SCSjjE8UGB7xM7h0w/S3+QSBkYkBcvkUmWySwmCGdCZBrdoimYpj2w6ddg9RFAmFZUDAtGwEQFMVSERYWS4xNJTFshwsyyESDbFv/w7mZlcYGy8wMTmI67o4jofjumiaQmEoy07T5uzZRSzLJp2Js3PXFJlMknq9xYMP3crqcolarUWl1CAaC4PnYTsOtVqLkKYwOJhhZbmEZdmEQiqqqgQxKgEBr8N126QEUURUFaRwGGN9HTwPQRQxS2UApEgYxMAV6s1EEAQ8FyRJJBoNIysyG+slSqUa0WiYwmAGPI9SscZNN29jaDiHIEA6kyAc1igMZmi1ukiyxMTEIDNbRxEFgU5Hx7EdbMum1zPI5pMkUzEURSaTSSBJEpqmEg5rVMoNOu0eF0+TJEkkHFZwHRfdMFFVhXKpTmEwQyikomkKrusyMpKnXmuTSEQQBIHVlTKSLBHSVAQBFFliZssIlm3jeR7hcIhUMkY8EeHC/Br5fApREGi3exQ3asiKRCiscX5uBdt2SGcSTM8ME42G/DO2i8KdoEkFBLwm122TkmJRwpOTKKkky3/830jdegBBVemen6d98hSjv/pxX+UX8KYgCAKGbuJ6Lrl8ing8zNzsMp4L5XIDy/TPbGrVJlu2jTE+McjSwjpLSxvYtsviwjqZTAJFkSkUMgwOZtB1k9mzSySSUWzbplJuUK00qVSaJJJRDMNkdbVEJpNECymYhoUkiqiqgq4biJJMIhFlx85Jej2DF4+eo9Xskskk6HUNXNdD1RQ6HZ2V5RKKIlGtNlldKTM3u0Iul2TbjnHKpTqCKDA5NcyBW3ciiiLJZJRyuc75uVXCYY2//dJj7N47zdBQ1j93ml9lZCTPynIRVVMRBIHZc8uMTxRwHJd6rU2vZ5BKBf8GAwJei+u2SSEIiIqMnEpReeRR9OUVBEnCqlZBEFCSCQTp+n35V5W+SM9xXYobNSLREJlMAkO3UDWF3/6XH0eSRY4dneUH3ztCLp+iXG5gmjayLOO6FgcO7mJ9vcLaaplGo4PjOLiuxzsfupW1tQqGbpLZliQSCfHtbz2D47h0Oz0URWbfLduZP7+KbTv0dBPH9aXdc7Mr3Hb7Hm67Yw/nz6/y+GNHiccitFpdVE1B01Ri8TCFwSzLSxu02z0EQSAc0dhzwwxT00PUay2mt4xiWTYX5lfZWKsSi4dJpeKkMnHGxgvUay08PGRJpNHosLFexXVcPM/j//d//DrHjs7ywqEzVKtNtm0bZ2FhjWazTSQSDkQTAQGvw3X7Ka0vr1D97vdoHTvOrt//94QnJhBVFbNYZOVzf86F3/19Jv7nf0p4YvyHPijMcoXO3BzN5w/h2TaZ++4lMj2FHI/j6Aato0epPfk0UjRCbMcO4nv3oKRTV+V1ea6L3WpR/tZ3MNbXkeNxYrt2krr1gP+619ZpnzhJ5/QZPA9yD95PeHoK6SrZF+XyKRRFotPpsbFe5df/nz9HPBHBNG2y2RTRaAjHdlleKjIymieZinLyxDy1WpNWq8vk9DDVSoNnnz7JHXft5eSJeWLxCL2ewcZ6hd17Zkil4rRaHTzXI5mKISsyM1vGOHniPL2ejqGbWJbN2HiB0ycvUK02cR2XTCbB7LklBgdzdDo6mqaQzSQpFDJYlrOpxIvHIwwOZXnh8FlmZkZYWy0jAIVClkPPnebd77kNf3ZKoNfVcRyHG27cgq6b6LqJqso4jsvMllEkUWD7jglc1+O733mWc2eXGBzK0u0YiBdnuwICAl6V67ZJWbUa7dOnSd16gNjOHSipFIgiUiRC7h0PsPD7f4DdaOJZNsIlEfRmsUTp775J9QeP0T0/j+d5tE+eZujnf47I9BT68goLf/hf0JeXESSJ8MQ46YO3MvQLP48UjV7Rb8ae42C3Wiz/1z+l8uj3cVptRE0lNDEOgkB0epr1L/w19Wefw1heBQHaJ08y+vFfJrp9K0oyecVqA38mqNfV0QUBz/WwbQfDMOl0emQzSbbvGOfFo+c4d3aJ6ZlhTMPCMExWVsp0ujrbt0/gOA6O45LOJGi3e2SzSZqNDr2ujiRL6IZBtdIkmYyydds40zPDCAjUak0kSUISJQRR3JSmLy1u0Gp10UIqruuRz6c3m4Np2ui6iW053H3vTcydW2ZudplyucGEbqIqsi+fBxRNxfM8UqkYnY7OxOQQva7O/PwatWqTkdEBWq0u5XKdaqUJAty0bxue5/lzW3gIgki3q9OotzEtC+1lVlMBAQE/zHXbpDzTwm53iO0Y8ZtHfx5KUGTUbAZX1/Ech5c7AbROnqL62OPUHn8Sp9sFwFxbJzw5gVkq0ZtfoPb4E+D62znG2jpOu0Py4AHiN95wRV+T0+vROz9P8Stf9xuo6yAIAvrKKtGtW3AaTarf+wGt4ydwe37cg766RnTHduREHCWRuOIWQO12F88DVVOIxcJcmF8DIJdLURjMMDo2wLmzS4yM5BkopLFsm4nJQWzLYXpmmFMnLtBu90imYtRrbYaGsiiqTDgS8meWugbdns7k9DBbto0ys2WU5aUinXYXSRI3XS8s2wYBup2eL3SwbKS+R54g4g8Je2yqAffsnUEAisUaa2tl6rUWqXQcUfT99QDarS7ZXJJyqcGu3VP+GVuthSSJ5PJJ4vEIumHSanZJJKOMjA6wslRkY73KxkbVV/O5LpVKo7/iCtzjAwJej+u2SYnhEGo+R29hEbteh3gCBLAaTZrHTiAnE0jh0GbzurjtUv3+Y7RPn8Hp9RBDIQCcbo/aE0/ROn4Cs1IF10NQVURBwOl06Zw9R+0HTxDfu+eKDgdbtTr1Z56jc+YsYjiMKCp4rotrGJS/+W168xf85mWaiKGQ767Q6VD93veJzkwT3bb1in0oep6HKIrourn599GxAc6cXvBXIOk4kUiIqZkRej2Dd7zzAJFoCMOw2LFzkgvn1xgbL3D4+TM06u2+rLzB+nqV/ECKVCqGrvursnQqzuTkEKl0HNf1EETBb0rg2/K5LqZh0Wp2UDVl08DVNCzq9TaFwQye53DR8KJeb6GqMtlckqHhLLpu0Gx22LJ1lFg8TKXcoFJp0O3oZLNJLsyvYVk2ExODDA/nEEWRoeEsyVSMwvEMp05eIJWMYegm9VqLUyfnmT+/SiIZpdvRKRVrSLLkWyYF230BAa/JddukwlOTFN7/Pk79xm8y+//530ncsg9RUejOnWfjb7/KzG//r2iDhc0mBeAZBp1z57CbLYRL3KjFkObbKgF4HuIl2zSCKOCaJs0jR6+4nNhuNGi9eAxBEjethIT+t/ze4hK9xSVfan+JC7yoqvQWlvwVX6eDHL8CYZD9lx0KqeRyaSRJYHg4Sy6XolJt8Oh3D/HYD46wb/92fuGX3s37PnAXAvD8c6d48cgspmlz3wP7eOrJ41QqDcLhEAMDaYZHcnz5r77HQCFDYTDDQCHD6GiB2++8AdO0OHdmkZXlEolkjCMvnGVkNI9hWAwN53jwXbfywqEzxONRFEVGEH03ibvuvpG//sKj6D2d5aUiK8slRscG+B9/9g127Jzglv072H9gJ6urZWbPLmE7LmdPL+C4Lrt2TzMxOUS50uT0yQvE4xFuObCD+fOrfPELj/JLv/Je3vHOA9xz382srVb44//ytzzx2FHiiQgzW0bZsXOSjfUKum4QCmnE4+GgSQUEvA7XbZOSIhFiu3ey+//8DOt/+VfUHnscz7JRC3m2/38/ReaB+xDVy88EXNvGsyxwX8EF4OJlL1+J9GddHMO4Qq/kJTzHxdFf5Xk87xJ/u5fVaNu4loV7cbXxZtcFuK5LLB6hMJTBsW1s22FtrYwoSXzsH7wLvWfiuh6JhL+aEICRkQEa9TZ//rnv8D/+9OvcePM2tm0fx7FdTp44T6vV5dbb99Dr6qTScYaGssQTEY4dnWVtrYLnunjAubNLDBTSxGIRHKfN6kqZL37hUarVFoXBNK7rYei+u8XaaoX19Qq5XJJINEy3o3N+doWh4SxHXjiLqipkskkmJwfZtn2ckyfmmZwaAkDvGTz37EnuvX8frWaXH3zvBf7kj79KLBbhF/+nh4nFwjiOg+d5DAykiERDfOwX30W3Y9Dt9CgVayiqQjodJ5mMofZntAICAl6d67ZJCYIAsoyaz5F94H5yD70THBfPcVAHC4iqurkKuYioacjJJIKq4HW8NxYx4XkIkoSay17x8x5RU1HzOd8Y9xXqeEVcDykaRY7FkPrbl282Ar7ha73Wotlok0hEGRsvoKoKlu2g90zarR6RqEYopHHi2HnmZpcZHskzOJTjox97kG987Ul27JrCsR3WaxVfzbdRwzQtorEwvZ7B2lqZXs/ANG0Mw6TZ6LxkZiuJtNsbhEMqkUgIRVVIpaIsLxYxTItQSCObSyJJItlMgmajg9OXidu2w+LiBuFwiGQyimVYVMoNisVaP47EodXq0umflVUrTcYnB9HCKrF4hAMHd3HTzdt44dAZDMMik02wd+8MkYhGo97xRRwDaRLxCJ2uTnGjSrXaRFUV8gOpK/KeBARcL1y3TcpzHJx2h+p3v+cLC3ZsB9dBX1mFk6eQ4zGUTAbxkq0xQZIIjY7QPnUGq1K9/AFfowGJqkpkevpKvZRNpGiU8NTkKztlvEp9nuuiDhVQMukfWjm+aQj9Yd7+OZCmKYTDGqGwRqfTw3VkBAEsy8E0LOKJCKIo+OdLmQS790xT7AsLVlfL6D2TUFhjcDCLKOI3HUX2ZeI9A0GAWCyMAJhhDVWVkRUZ07SJRDQiYQ1ZkQlpCoZh+TZEYY14PNI3kJXxPH/1J4gCsVgYw7AIhzUi0RCS5J+t2baDLEtomoLnhQmFVKKxMNVqk9HxAQYG0qTTcQ4c3IVtOzSbHVRVIRoJbYoyZFnqz2QphMIaCAK2bdNq94iE3UA4ERDwOly/Tcq2MUolFv/LH9O7cIHk/lvwHIfu7ByuYRLduYPEzTduNqmLsQuxXTtpHnkRfWnpdaM8PM8DSUJOJkjcuPeKr6QuzkTJkYi/Nfla9fVXVp7nEtu2Da1w+fnblUAQfAWcKIrU62003aTd6pJKxZAViU67x9zcMrt2TbF77zTVSpNmo00qGSXZl3YrikQ8GUGURFTVbzyXxmj4zyOQSsVJpxOb17med4kQoZ+LoSpMTg337+tt/r4URSI0eHFV6fUFFH4syMWwKdf1iMciGKZFOKIhyxKKImM7Dp6vKEfTVBKJKJIosrxaJJWKMziUJT+QZmOjSq3aZGx8EEEQ6HYMTNNClmUq5QZ6zyCkqbxFIiEDAt6yXLdNyjVMzGKJ7tx58DzqTz7jK78AzzTpzM4R27kDYpfb0qRvv43mc4fonDnry9Th1RuB4yAnk0S3biW5/5Yr36QSceJ7dvmN9OiLL13xCs97MYNJjkRI330n4amJK1ob+Ft+7XaPYrHue+xlk+i6iRZS/Nwm0+aFf3eG227fza237SY/kKbT0fnqV57gqSeO85v/699n9MH9VCpNnnnqOM88fYLtO/y6TcOk29Wp19uvELF+Mcfp4o9+M5JkCcuyX/Go7tL39KKF3sUMRH+V5TtIpNNxotEwnU6P1ZUSu/dO84EP3kM0GubZZ07wd197imNHZ/nQ37sfWZZZXSnxxGNHefLxY2iaQqXcQFZkPNej1zPQdZMTx88zMJAhm72yc2sBAdcD122TEiNhQuOjRLduoX32XF8RJyB4HlIySeLmG5GikR+6nzY8RPqeuzBLZUrf+vamDP2V8FyX+J5dFH72fYiv8FhvOoKAHI8z+g8/zpnf+m2cdufVG6Pn4VoWAz/zHhI33YiSzV7x8jzPIxINE4mGKAxm/UHoviN5JCKTTERJpxNUKk0+83t/TberEw6rzMyM8k/+7z/LxNQQ8+dXKW7UGBjIcO99+yiX6iiK766uGxYb61UEQUCWJSRJQhDAdlw81/XnoDwPRVFIpmKk0jEEBEIhFUH0vQVLpbp/lmVY+KsoAcuyN2eYTNPGdV0U1c+2SmcShEIq6UycbdvHeeCd+1lZLiFKIrv3zhCLR/jiF77Hb//WH9Jqdsjl0xQKadKZOKqq0G53adVa4EEkqhGLhxmf8IUYgWgiIOD1uW6blCBJKOk0I7/0C8z97/8ap6fj2TZSNErhfe8lOj2N+ApWQYIgkNx3M3ajSev4ccxSGU+SLvvm7XkenmURmZ4idfttJA8euCpnCxfFIOk7biN9x+3Un3kWq1a/7FwN/OaJIKDl8wx/7KMo6dRVqg80Tdn8e7PZ5eBtu1la2qBcauC5Llu2j7OyVGTfLdsZHskxMppnZssoA4U05+dW+cH3XmBlucTgYIaJySGq1QbhSIh2q8fKcpFOp4csy35ybz/9V5ZlBgoZf6A2FkELKQiigCTJuI4/8CyIIvF4lEw2ieO69DoG3W6PRqPN8nKJTruH6/nxHK7rYRgWC/o6uXwKx3VJpWJkcwmeffoELx6dZWg4z54909x08zZGRgc4cew8y8tFVpdL1GstEsko52dXcRyHsfECkWiIjbUKkiIRiYYwDYtgqy8g4PW5fpuUICBpGuk7biN1223Un30Wz7aJ7dhG/r3v8V0oXiWqQ8lmiO/ZRfaB+1j7i7/yL/T8LHCvL/UWVZX0XXeSvGUfSvrqBScKgoCSTJJ/97swiiWc7kk82778tXgecixG9oF7iW7f9orN+E2lL0JQNYWR0TyW5cuwLdOPZY9EQiRTNrbl0O3qyIrEQCFNYTBDOBKiXGqQTEaJJyIUBjPUqk1WV8sYhs3KSglZljFNi2azg+t6m3Hv0XiYTDpBbiBFOp1A1RQkUcSx/aDCi64Okij2t/E8PNcjEg0RCqtoIYVoLEwkGqZcrPlu7ZaBbV9sbMKmY0Y8EaFWbVKtNpFliVQySiwe7juat8hkEoCHoVu0210q5YZ/ve0SjYZRVAnb9k1zLzq8K7IcrKYCAl6H67ZJAQiyTGhigvx7H8YslfBcl8zdd5E6eADE11brhcbHyL37ISqP/gCzUrl4FA/4K5XIzAyZe+4mun3bqza7K0J/RZS++05ax09gVSroi0ubl3ueh6hphMZGyf/Me5CTiatWnyRJpPrBg4ZhIcsdyuUGruuRTMaQJBHbdpmaHiIej+A4LmsrZS5cWMeyLG64cQt79k5jGhbPPXuSUyfm6fb0ywUinv8ao7EIhUKGoaEchcEMlu2HC7YaHdrtLu1WD103mN4ySiSsYdsOrVaHeq1NKKz5TTEeIR6PMDU1TDQSQpIlSsU6zabvwh6SVJaXihi6iaoprK9VAHj4Pbeza88UiUSMpcUNvv3NZ7nhxi2Iokg2l0DXDdqzywwNZanVWti2g92fUVNVhXQmQafV60vgr8pbExDwtuW6blIXKfzMw9jNJqKqkrn3LkRVed37KKkUqVv3M/Deh1n57OfwLBvv4oe95zH80Q8Tv2H3VXM/fzlqNkv+3Q/h6jqrn/9Lf4UnCLiWRXhqkuz995K95+6rU4zgiyY6bZ1KuUEmE2fr9nEcx6FUqtPt9jZnp3bummLrtjHKpbpvEVSqc+i5k+g9nR07J4jHo+QH0uTzaRbm15EVf6vVN2r1k26TyRj7b91JPp9GEATqtRbz86ucO7Pk2xd1dRzHJRoNcc99+xgcytBodDh1Yp65uRU21iskEtG+l2CBickh8oUMg8M5zs8uc/bMEuvrVVTT3ozu8DyPZr3N2PggD77rVhLJGCvLRQ49d4qvfPkxJqeGiccjTM+MsGPHBDt3TXLuzBLn51ap19v+/FY0zLbtYywtFVlfq6CpColk9Oq8RwEBb1Ou+yYlCAKeLDPyS7/wI99XDIUY/2f/hOaRF2mfOYPTaiFqGpl772bw5z6CFL22HzCJW27GtUz0tXUq3/wOyBJaLkfuwXcw8os/+uv9SfGFEl0EAWq1Fu1WD1GAarmJ3jVIxKO4jsvKcomRsQFWl/3U3oWFdQYHsxw+dBbLtFlaLFIs1n1RhO0gSSKW5a9GCoUs73nfHViWTbXaYGmxyItHz3Hvffu4+76bOD+3wsKFdWq1JgICWkhlZmaEbtegUqrT6+rcvG87W7aOks4k6HV1vvn1p9i9d5rJqSEmp4cZGc1z+tQCx4+dvyROwxdrVKtN1tcqVCqNTVulZqPN88+c4IMfuQ9NU6nXW4iiyLlzi9SqTV+4AXj4yb3rq2U6HR05eWVHAgICrgfe9H2gf/Wv/pW/n3/Jnx07dmxer+s6//Sf/lOy2SyxWIwPf/jDbGxsvNllXMbL6/kR7oiSTDLy8V8kMj3lbwMODzH2f/vHSOHwFZecv355ArEd2xn5B38fZSCP5zjk3/Nusvfdg5LJ+PVdgxpr1Rbn51YYGx8ABAYKaYZG8sQTUSqVBv/nZ77I5//7N1heLpLNJkkmo+QLaZrNDq12l0a9xfpqGVHy/3k6jkcopDIxMcg73nWAXldn9uwyTz95gicff5FyqYEgCHzk5x7gY7/wLj7ycw/wkb/3AAMDaRKJCJFoCPCjOS66Q9xz/83cefcNbNk2Rr3e4vHHjvLs0yc4P7uC6/kxG7v3TG/K3S/+u6nVmhx54SyVSgPPAy2kkcrE2bJtnJMnL/D5z36LP/6jv+XkifPMbBllfHIQRZFRFJlt28d44dAZej0j8OwLCHiDXJGV1O7du/nOd77z0pNcMtfyG7/xG3zta1/jC1/4Aslkkn/2z/4ZH/rQh3jiiSeuRCk/EYIggCSR3H8LzUOHkWNRIlNTxHZsh5cp/q4VUixOdOsWcg8+QOvoi6TvvJ3I1i0I8tX/lu55Hum0fyYliSLdrkEun6Jeb9FqdiiX6sinZMIRjZWVMuVyA0mSmJoeYXpmlEgkxIljc8yeW8YwTeT+8LEoCuQH0mzbPoYkCszPrXP82BzFjRq6bgJw+NAZJiYHyeVTZHNJGvU2HrCxXqFaLVCttiiX64TDGslUDEWWmT+/ypOPv4hl+c4Qy0tFHMfFMC22bhtjZssIjXqbSrWBZdqAv+X45BPHEASBwmCGqekh9t2yg+efP4VlWL44wnF59umThEJqPxsrTjIVp9v1z9fyA2nqtfZb4t9PQMBbnSvSpGRZZnBw8IcubzQa/PEf/zGf+9zneOCBBwD4kz/5E3bu3MnTTz/NbbfddiXK+YkJDQ2Suu0g4clJQsNDKKkffQjTtW3om4++3EPPj9swEUQBQVF+JKGDqMgo2Qy5d70TbXCQ2O5dKJmrpzZ8OaGwryQUBIFKpcHExCC2bdNu96hWm9TrbW49uItmo0Oz0SGVjrH3hm1kMnE6nR7raxVKpZr/GKIALiRTMYb6Tg6VSpOzZxap1Zo4jt9cXNfl/NwK3/3O89x+517i8Qjr6xUGhzJomopl2Ti2g6apePhDtdVqk5Mn5nn2mZO4rks6naLd6VEs1pAkkWQyythYgdHxApZlU6u1NiNIFubXGB7OoWkq2XySAwd38a1vPEO10iAej6BqKvPnF9BCKsPDOdLpBKGwyvp6lUQiSioVo9cxrvVCPCDgbcEVaVLnzp1jeHiYUCjE7bffzqc//WnGx8c5dOgQlmXx4IMPbt52x44djI+P89RTT71qkzIMA+MSl/Fms3klyn5NMvfeDa57WYTH69Lf0nEME6tWw2m38GyX0NgIUiTiS9ptG6fTQV9dR1Rk1IE8UiSCIMtv+Ju2GAqRuecukvv3IcWubDrwayEIoOsGkigRjoSolBtkswlisTBTU0OkUjFOHDvvS7jTcSYmBtmydZShkTwry0VOnZyn2er2B2s9JEnEdV2mp4cZGs6hdw0unF/l9MkLbN02jmlZ1KrN/mrK8d3QB9Ik0zEWF9b58N97gJv3b0cUBRRF6cdqrHBhfg3dMFmYX6NaaaIoMtl8ElVTMAyTRqPN4oV14vEoU9PDNBttOu0elm0jAJIisbS4gSiJbBPG2b1nmnBY44VDZ6hUGrRaXVLpONlsgsmpof45VZu11TLTMyP+wDAushicSQUEvB5vepM6ePAg/+2//Te2b9/O2toan/rUp7j77rs5fvw46+vrqKpKKpW67D6FQoH19fVXfcxPf/rTfOpTn3qzS/2ReC3niddj/a++SPGrX6Nz+iwIAqmDB9j6r/4FciJB49nnWP38X1B74ikEWSL30LsYeN97Sd9+8A0HKAqCAIrsy82v4ddzSZKYn1vF82B6ywiKInHi+DzpTJxdu6e5ad92brhxK6lUjHBEo93usbpa5vChM+i6iSgKmIaFafpRH92OzuTUEEPDOVRV8bfnnjiGKIlUqk1cx0HVFHbunuL0qQXarS6PfOc5pmdG+dkP38v7P3j35tlPPp9mbHyA2+7Yw3/893/Ot7/xNPV6m1QqRi6X4sypBWzbIT+QRlEU5s6vkkjF2Lp1jKHhHIZucvbsIqIg+D6Bokit2uK5Z09x7uwSuVyS/bfuRBT9iPh6rbWZTPzi0VmqlRZDw1ka9Tbnzi4RjYUZHLryLiABAW933vQm9fDDD2/+/YYbbuDgwYNMTEzwl3/5l4TD4R/rMT/5yU/yiU98YvPnZrPJ2NjYT1zrj8KP8+HvOQ61p55h8T//F8yNou8EAZT+7ptEt25FzWVpPH+I0re+jdD/Vr3+xS/hdLsIgkD6ztuvaH1vNrbtsPeGLTiuiyDAlq2jZDIJUqkY7XaPc2cWqdVaOI7L4uI6um6A588Obd8x4W/LOQ6u4wCgqjLbdowjyxIrK0VOn5pH1w1kWaJRbyHgO06cPD5PJptgaDhHs9Ehm0uyZesoX/iL73Lv/TcTj0cobtQ4dfIChmGxc+cULzx/FkO30BIqiVQMrVRj95ZRatUWK8tFLMvmyKGz5HJJUqk4hcEsCwvrWJaNZdl9Jwt/q/bcmUW+/2gZLaSSz6fI5VKoqkw0GmZsosDI2AB6z6Dd6nHi+HkefOhWFi+sBTNSAQFvgCsuQU+lUmzbto3Z2Vne+c53Ypom9Xr9stXUxsbGK55hXUTTNLQr7ZpwBfAch+oPHsOqVPFs+7KIjeoPHkOKhDE2iuB6IPWHcQ2T7uwcjReOkL6jv/35FmhAbxTXc/0IjL6reK9nMn/+LPV6G0M3kRUJWZLQVIVkIkoqHe8LCfwzH1VT0EIqbs8gHA6Ry6fQewaljRobGzXSmQSy5BvZOo6L6/pbjM1Gh3arh6rKhEMqpuFvBYbDGoqqkExFGRnJ8cRjL7Jl2xhayJ+V6/UMzs8tY+gmvZ6BGlIYKGQ2V3XlUoNoNEw0FiaXT7G+WiYc1hBFfyvyYoNNZxK+4s/1aDU7CILA8lKR1dUy2WySeCKCh4fjuti20zcwefu8rwEB14orbkXQbreZm5tjaGiIW265BUVReOSRRzavP3PmDIuLi9x++xtfNbwt8Dw/GuTcrN+g+v5xCAKCLNOdv0D79FnMYnHz/EkQBBBFrFoNfWkZ13F4W3zZ7rtASJKI25eLDw/niccjLFxYY252hU67RzQWxjIttJDK4FCWTDaxOVTr9pcV4sVRAVEgnYkTCql02j2q1Rbdjk6639RkWfLDiPuKu25Xp9ns0O0atFo91tYqtFrdvrefiCRLSLKEqioUizUsy970/lNVFUWR6fX8c09NU3A9D103KRVrdDo6WkihUMjguu5mjeAPMWeySfJ9VWEq7dfc6+nE41Eq5Qbz86usLJeQJIntOyZw+rZLkiQGUvSAgNfhTW9Sv/mbv8n3v/99Lly4wJNPPskHP/hBJEniYx/7GMlkkl/91V/lE5/4BI8++iiHDh3i4x//OLfffvtbVtn3E+F5WPWG32j6H2oXm5Hb6WA3mzg9/TI1nyAIuIaJ0277ze1tgud5vk+eJJLJJNm5e5JkKsbKSgnXcxmfKHDDjVsQBJFwWGN8YhBZkimV6lQrvhBGEARsx19piIJIoZAFz5+7ajTaACRTcQYGfNWeeIm1lWU5OI5Dp9NjY6PC3Lllmo029VobvWfSqLdZWymTzac4/Pxpmo0OguAHKm7fPk4yGfMj5g0Lw7AoF+t02j2KG1VazQ6yJG86u9u2g9c3yvI8j26nR7XSJB6LkB9IkUzFsGyHfft3kMul6HUNqpUGkiRy1903IkkiqqagqErQpAICXoc3fbtveXmZj33sY1QqFfL5PHfddRdPP/00+XwegP/wH/4Doijy4Q9/GMMweOihh/iDP/iDN7uMa09/kFYKh/p5Rd4PXfdqmz2iLCFqGuKPoiR8CxAKaZvnLMWNKo99/ygf+OA9dDq6vz1mO8RiYU6dvMDeG7awuLDBi0fOMXdumZv2bcOx3X4UvQAI5PIperrJRtGfh0qn40QjIRzHYXJqiFKpTrlU76f1+g0jmYwRiYQoFWtIssR3v/Mc6UwSy7T82+omqysldMPsewyaGH35f2mjTjoTZ3Awy+joALpuUCk30Xsmtm0TDqv+1nPoJad323Y4fOgMh58/w6/+4/fjeR7LSyVs20FVZcbGB9h/cCemafHcMydJJKIoikwsFsZ1/VVgQEDAq/Omfwr++Z//+WteHwqF+MxnPsNnPvOZN/up33pIErE9e2i8cBTPs99QMIPrOMjZrB8Tf4WTdN8sPMBz/fOki1t0juPS6xn8we99gQfesZ+BwQy6bmFZDjt3TXLq5Dy9rk5hMEOno1/ySP6KSlYUP9ZdN1BkieGRHOGwxrmzS3Q6PXK5FPmBNJNTQ7SaHXo9g0qlied5VMoNLNPin/4//h6z55Y5eeI8Y+MF7n/HLXz3kUN4nsfwcB5dN+l0uhw9MksyFWXvDTPIsp8gfPTIWVLpOKZh0+n2sCyLcDhGPBFB183NdN6L9eYGUtRrLSRJIhIJEYuFmZtboVDI8Pyzp5g9t4RjO+zeM82WbWMsLW5Qr7WuxdsVEPC24u31Vf1thiBJpO+4jY0v/y2WZW3GfbzmfUSRyMQE8Rv2vu0O1mVJ7K9o/Gj1B991gM/+92+wvFSk1e7hun4Iouu6hCO+80MopHLu7NLmY/g5UCKiJKKosm8W67pUKw06bT+ZF6BSbaAbJqlUjJGRPDt2ZWnUWxSLdfSeQT6f4pYDO6hWmrTbPZLJOMMjeW7Zv5NHvv0csiySyyUYHMz424uSiKrIWJZ/fjhQyBCN+mrUUEjF60fLS5tfHLzN80LXddm+YxxBEGh3etTrLX/rsd2j19PZWK/4c1r7d/jzXv3o+FBYwzStq/gOBQS8/Qia1BVEEEVi27cRmZ6kres4nQ7Cq6yOPM8Dx0HN5YhsnSE6M32Vq/3JudhUG402jUaHQiGNosgYpu/YYFs2iqJgWRZO20VRZGRFJhaPbJq4bnosIiBJ0uaWmCj6YYGSLCGKArlcilg8TCikoaoKsiSRTPpSd0WRGJsYpNsxKJcbqKr/nHNzK0xMDaKqCqIoEItFiMUjWJaNJImA4Lt/uB6e56FoMpZpoyhyfzZKQFFl7IazKfQAkGSJbNa3YvITf+n/HjpYto1pWsiyiCiKzM0uE49F/GHlqxnxEhDwNiVoUlcQQRDQhgZJHtiPWSzRa7cvz0a6SP8Dz3Ndoju2Edu5A23o1SX5b1Xc/nxUo97m1MkLNBttZFlCEAXs/nxROpOg1exgmgYNUSAU0kil47iu1z+qE/qP5fnO4R64jouqykQiMX8GCxifGCSRiOK6HsVilVKp5vsFdnRCIZXCYIbzcyssLW4wNl6g1ezy9JPH+fg//Bm0viu5rMh9laCHqsrg+ZcJgoBlWqghlVaz4784z1fyiaKI05/jol9vJBLC86BabeLhEQ5phCJhGlabdqvr31QQWF0t06i32HfLDgRRwHFc3h7yzYCAa0fQpK4k/Q/cwgfeR+/8BYz1DVzT/KEtPw/8tF9NY+A97yZx4w2vuuJ6KyLgfwj3egahsObPKoVV6rUWsiximhbxeIRsLkUkEmJ1pUwiEaHV7NLp6ExMDPof2P2VlL+ofGkFYpoWpVIdx/H998JhlVKxjmnaiJLAwEAaURQpl+q0212GhvO4jkut5qfoJpJRGo0Oc7PL6LrRl5BDp9Oj2+0RjYT9wMRmB9t2sEybbldneCRPs9lhanqY/IDfVHpd3V8BytKmFD2djjM3u0I8EfHl8p0mYxMFtmwd5flnTyHJvhnxxnoFTVOJREPUay26/ccKCAh4dYL/Qq4CkS0zDLz/vbiuQ+lrf/dDBrN4Hq5pMvpL/4DM3XehjQxfm0J/AgRBoNXq4jgugigwNl5gY6OKIAjEY2H0nsHiwjrdjsG+/dt96XY/nDAU1ui0e4CH4/hSctfzozVUVUGURFzHxbYcohHfjqjbNXBdl1jc37JzbIdatUmvZyBJEs8/d4p77rsZLaRgmhae6xIKaZw4Ns/suSUMw2JmyyhT08PMn1/h5MkL/vab59HfedyMih+fGOz7Cbo4jr9NiQeO4yLLEuGwRrfbIxINkc0lMQ2LY0dnESWBoaG8737uegwN5TAtG1EUqNVa9HoGA4VrZwYcEPB2IGhSVwGh79fn6jq98/N0zpz13c4FAc9xQJKIbt3C8C9+DCWfe9sJJi5ue120O0omY4xPDFLcqDE0lKfd7qFpClu2jOG4DtFomI31CqZlI0sS3XYP6G/t9c+DBOgn+saYnBoiGg3TbnXpdHqIouCveCwbvWdw7MVZHNvFcRwkWcKybYobVU6dmGdkdICJiSHW1yqcOnmBI0fOYhgWruuyvFykUvYl7LIkIkkisbgfK69pvldgIhElGg31VzzeZqPyYHPV1+n0iEbD1KpNZEkknUkwPTOC67p0ewaKIiEKIoZpsWv3FEuLRUqlGoryxk2EAwJ+Wgma1FVCTiSJ7d5F/uGH6M1fwPO8zch3JZFg4H3vJTw+jqiq17rUH4/+Z223o4MHRsFk955pTp9eQFEkZFlCUWXi4QjVaoNyuY6qqkQiIcrlBrl8CvDPn/ytPyhu1MhmUyQS0U1xg6rKtFtdej1z8zzJMCwy2STtdhe9Z6IoMulMAsuykWUJ27ZB8IhEQug9s98I2RzeBYjFIkQi/vlYYTDD0HBuM5QxHo8A0Kh3MAwL27Y3z988z6PZ7BKOhGi1utRqLQRBIBoL9+ewLDzPIxoN941yZaqVBnrPz8sKmlRAwGsTyIuuEoIkog0Pkb3/XiLTU/5BlOMgRSJEZqbIP/ROxFDoR8qSeiui6ybNZod2u0siEUVVZXIDvmVQKKTieVApN3BsB0kScF3/7Oiie4SH37wdx6W4UUWSJUIhtf+BDsOjeWRFQVFkNE1F01QkSdpUEiKALEvE4xFMy+6fIxnYlkM4rGKaVt8qyX8813URRZH8QIpcPk0sHkFVFUIhFVEUyeVTxONRXNelXG5gmpa/kvJtRPA8j06nh2H4voSGYVGrNTFNi0QiSi6fIpWKE4tHiEZDl10fEBDw+ry9PxHfZsjRKNGtWxn8yIcQZRnXcQiPj5F/6F3Edu182zcoURTodHR6XQPTsHn0u4fI5VLs3DXF7r0zjE8MUqs2sS2byekRAFZXS/5sUh9ZkjbFBKVSA8910TQFy7JpNNr9PCYTw7QAr99sLootHATAsR3K5QbLi0Uc18X1PBzXX3Gtr1UIhzXiiQjhiL+NFwqpTE4Nk0xG6XYMTp64wN988Qe4jkthKEs8EcEy/S1Ef1UU6kvWX2Judpl0OkEmm/AVhxs1preMcPMt29lzwzSxeJijR8/R6eh90Ye1WXdAQMCrE2z3XWXESJjhf/AxKo88ilEskr73LgZ/7sPXuqw3BVEUmZwc8j34bIdWq8P3vnuId737IJNTQ6RScQYG0gz2XSZGxwoMj+Tp9Ad8AVzvJaugXs9gaanE6GieickhdN3ks3/6DTod3wE9HNFQ+0q9hQtrJJMxZEmm3e5y+PnTiKLIQw/fRjaXpFptcOzFOS6cX2Wgv50XDmv+Sqjv0VcpN+h2dWzbQZZltm0fp1BII8sirVaXYrFGOKz2t+i8zXGCSCTErQd3+1uaiszo6ACSJBGLhUkkojx1dokXDp2h0eyQTieYnhnGMCxkRSLQoAcEvDZBk7oGiJrG2K/9Q+xWi/DEGFI0eq1L+om4uIpJJmOEwhqG4Z/1ZDJJ7r1vHysrJUzTZmg4Ryab4OgL53Acl127pxgoZDg/u4zfozzU/soGfGHClq0jRKNhVFWmMzbAynKJG27awsKFdRr1NpZpk0zF6LR7CAKkM3EiUY1SsYahW/72nO1gmr7IIp6IYBgWa6tl4vEoyWSUWCzC8tIGzWYHSZJ8Gb2isGv39KazuWU7hMMavZ6BoiiIoj/8CwLxeJQ9e6c5d2aR1dUyum4yNj6Aosh89W8eJ5NNcPude1la3KDT0RkeGcDzLoownGv4zgUEvPUJmtQrYLdaGGvrdM7N4jkOiRv2ohYGkMJhXMuiN3+B9qnTiJpGaGyU8OQE8htsNIIg4AHxG/fgWTZiOPwjbfN5nofb69F84QhWtYYYiRAeHyO6dQsAVq1Gb3EJfWkZgMRNN6IWBhAV5Uf+PbxRLs5J6bqJIAgosuxLxm17c7WyuLDO2lqZyalhDty6i+XlIrV6y49bb3bI5dN43sU5KX+Fsmv3JL2uzspyCUWRyeVTbN02yuTUMPWaPxitaSpDw1lWV0psbNRQZBNFVchkkpTLDTodHd14yd08FNI2ZeS9nk671UFWZAzdN5x1HJdIRGPbjjFy+STVapNOR8e2HHbsnOS5Z08gCBqSKCJJfq3tdo/jL86h6wajYwMkkzFarS7PPHWc9fUKyVQMLaQSCqv0dJN8Ic3GWgVdN4krkSv2vgQEXA8ETepl2J0OzReP0Tx0mNaLx/EcB2N1jcx996ANFrCqNYpf/TrNF48haRrRbVtJHthP6rZbN2Xlr4cgCKjZHz063HNdXMOg/tQzlL75bcxyBSkaIbptK1I4jJJJU3/uEM3nD9Odm8MDjPUNcg8+gDpY+OH5rDcRQRB8CyDDQu+Z6IaJFlKp1Vp4rkej0aHT6TE4mCWkqeTySdbWKhSLVYyexUAhg+P4oYl+81HYvn2ClZUya6tlcvkU27LjjI4ViMXC/RwohUQiSioVR9cN1teqdLsGYY/+/JQvW281u/R6/lyVKCnouknIVfHwsGybVqtLPB5Bln3rpcGhLOMTg4QjIVZnlzB0i2QqxvTMMC++eM5/Ly557d2uTrXSZGzcr01WJGzb4cTx88iyn1PV7egoikKj3qZSqtNsdvBcDyERqPsCAl6LoEm9jN7CIhtf/BvK3/wWVq0OQP25QwiyTGzXDjrn5rjwn/4QzzTBdVFyOdqnzxCZmUYbHrqitXm2jVkssvCZP6R+6AXop/2q2QxqOk3iwC2sfvbzNJ59HrvRAEGg8cyzyLEo6bvuRBoZvqIpv6LoD/SurZZpNTscvH0Py8tFotEwmipTr/suEt/65jPce//NJBJRWs0urYZvHeS5HrblIIoi6XSC4dE8j/3gKLpuEA5r6Lq/XddqdTcj6m3bplJpIAgi8USURqONYZqEHY1EIkq93qZSbtBp9xBFcTNeo9cziCeixGMR1jeqvohCVZiaHmZ6ZoRUKo5pWlQrTUrFOiOjeXbsnGBoKOerEx2n7yko9NV+LqNjeYobNRYurJHJJqhUmuzcObmZEhwKaayvlbEsi0QyRioV68e2XLG3JCDgbU/QpC7B8zw2vvwVGs8+j9VoIUX8rRi73qD0tb+j/uTTGMUS2LYvFxcE7EaDxvOHKX7164z9w49f0XgNs1Sm/J3vUX/6OX+bUFXxXBen02Xls5+n+cIR2seO4/R6SNEoXj90ce2vv4ScSqKNDF/Rz0PX8bjt9t10uwbHX5xjbbXM1PQwDzx4gBcOn+G733me/ECa4ZEczz59AlmW/ZypSyRufiZUlB07x1la3KDV6jA6VkDXDR595Hkmp0eY2TLK/gM7WV4qcn5uhaNHzhGNhRkbGyQWC9FqdqlWmgiCQK3WpNPtoesGpmUxOjbAHXfeyPLyBuVyg3anRz6fotcz2H9gJ0PDOUIhjWajzaPfPcyevTPkBwRc12NudoWb923j2998rr8l6dcsAM2+N+DF7cKt28Z57tlT3PvAPiKREBfm13jysaNs3TbOu99zO2fPLFLvrzIDAgJenaBJ9fE8D88w6Jw5g9VsIsovNRsxpNE+fQYE3yVbuGTgVhBFXNOgefgF8P6nK1qjVa/TOnIExEu+ffc/KbvzF9CXV3ANA+GSsERBUejNL6CvrOF0Osix2BWrT5QE2u0ejuORziYIhzXW1yt8+1vP0Gn3yGYTbKxX2LFzknKpwfpamVqtedkWqQeEwhqZXIojh8+QTsepVhq+B18iRrfjnyMNDKSJxcJkskmGR3KcOHae2XNLaFp/hiqk4DouzUaH+blVWq0uiXiUHTsn0XWD4ZE8eLC2WmZoOMf0zAi5XBJRFGg2u6yslNi2fYxSsXpZ7Pxdd9+I0Ff2+b9+X12o9wzCQ1lGRgdIJCJsbFTYs3eGoy+cIxzWMPsCj0w2ge04uK6L5+suAgICXoOgSV2Cazu4hgGuc9m2mCAIeJZ1WQT8JVeC52F3e1e8Ps9xcLq9y55/8++Og9tXir38es+ycE3zisbRe/2spWqliWGY9HomiUQU23FotbpoqsLYxCDxeJjBwawf124Y1GpNLp7wePjZTbGYr+ZbXiqSzSYYHSughRRsy6HR6LC0WNwctM1mk2RzSRKJKJVyk1arQ7drYOgmuu7//+pKiXAkxI6dk36sh+IPCIc0laGRPAOFFOPjg7T7MvNatYkkS6TTCUZG/HDESrnB+loFQYBMLrk5y+X1vf4syyaXTzEylicaDeMh4Ln+eVW300NRZMbGC1QqDc6cWqDV7AIeQZ8KCHhtgiZ1CYLkx7YL4qts2b1SaKHngSAiha+cKOGy+iJh+v6nP1zH5g0vudYDQVUQVRVBujJvtwf9uAsFQzdoNjqUynWq1SbxWJhUKk46EyeeiPrx8JKfy5TNJTcdKvyViW8fFImGcGwHz4N4Ioqs+LlS/vySr4Rst3uomkIyESWfT5FMRikVa1QrTZr9pN5e10CURAzdJBINkcklEESIhsKEQiqpVAxFUQiFVSzTptPpYZk2oigS0tR+/pXf0KKxMN2u3k8FTqL3zM3XL8sSk1NDJFMxVFVBVWSy2QSJRIRarUW91vLd0atNisU6ePSztJRgSiog4HUImtQliJqKms8hhkJ4jcblcRmvITgQZZnQ8JUVJQBI4RCh4aGXGtKlTfNVnttzXZRUCjmZQAxpV644DxRFwnVkTNNmfa2C67jccmAng0NZUuk4siTS6xkUN/yh2PxAmkgkzMryBo7jhw3GExGikTC9noGmKWghP/LDNC1EQSSeiBCJhtB1k7XVCs1mh8mJQQYKGVRVIZWOYxi+dZFpmFiWn5Br9d3HPdfbNIyNRkNEoiEsy2Zhfp1ez29qiWQMy7SoN1o0Gx0SiQiKIpNMxqhWWmSySUqlOpZpIwgQiYbYvWeaSDS06QcYjYWJJ6JEoiFEUaDRaDN7bplms8PoaJ5wWEOUxM1tw4CAgFcmaFJ9BD9xj/iePXROnkFfW3vlgMJLuPgBI0WjJG/df8WblJxKkbj5Jn/myfPwBOHVt4ouBik6NtHt29CGhq7YrJSA7zbhB/wJhMMa4+OD3HDTFnbsnKBRb7N4YY21tQqyLHP2zAV+/u+/y/fdE0WEsQJrq5VNVV8sEaHR6LC4uEG73SWbTZJIRolGwyiK7K9iBJAkkV5H5/SpBSLRMOl0DFEUSaVi5AfS6D2DTkffDEY8P7dKLBr2V3A9g1arS6ncoNvREQBJ7jcNzzejDUc0ms0OlXKD4kaNWr1NIhUjn09Sq7UwDRNJUhgbL6CFVLbtmODw86d5/rlTDA/nMAzf9XxicpCJyUG2bR/n0e8eIp1J0O0aeJ5HIhHMSQUEvBZBk3oZ2Qfuo3X8BJ35eTzT3IxkeEUcBzkRJ7pjG+m77rjiTUpJJknccjOxvbtpnzj1ytuPL0MMh8k9+A6iW2auXGH9g5Vu12D+/CqpVIw7776BeCLGoefP0Gp2SCSjTE4OMj+/RjabQu+Zm79Xy3L6Zq8eiiIjSSKu6zKzZZTx8QHsvmNEp9PDdX2/PlWVQVEQVRFVVRAAXbcIR1Ri8Qhj4wVmzy6xulLCdT103SSXS/KzH76XSrnB8lIRx/EQJQnX8YMOHcvDMH2XCtPwV0mhsMbw6ABDI3l/MLhnEAqHCIdUTMPCcz0c2yESDdFstJEkkXw+jSRJjI6l2VivUqs2SSSiDAykef8H7uY733oOwzBJZ+Kk0ldOyBIQcD0QNKmXoQ0WSO7fh760RO3JpxG1V98i81yXyJYZcu944A07TvxEiCJyLMbghz/I+bl53F7vVRuV53l4tk3m/nuJ7d6JkrmC4XreS64TO3ZNkkzE8Dw4fmyWbdvH2blrkm5H5/zcCplskk5bZ3FxnYnJIURR5ML5VRLJKJIkEgr5zuaO47JwYY1eV0fV/HMeVfXPjzRNRdVkFFnuu6ErJJJRhkfyZDIJ0pkEsX5UhqYpyIqMosr0+oKKqekh0ukE1WqTSrmO67i03S6O6yFLLq7kYosO3a5Ou9XDdhx6XZ1u12Db9nF/27C/UnVdj5XlEtMzI9TrbarVJpZpMTHpx9tvOThCNBamXG5w6LnTDI/kOHj7bs6eWezPVwXbfQEBr0XQpF6GqKrEb9iDsbpG68RJ3G4PTxQvl0n7ZnWo+TzxvXtJHrjlqsS9C4KAqKqk77id2PZttM+cxe12L5Ocb9YnCEixGPl3P4Saz19RW6TN5wXqtRau65FIRsnlUhiGyfz5VVzHxTQtDMPE8zxifYcHx3GIJyKbH9aO6+L286RCmkJhMLMZ4/FSvLz3kk6kf5VtO3Q6OpIk+s4RYQ3btrEsG7efOWVZftJvu9Wj3hc0tFpdLMveDFE0Tf+PY/tx9rIsIUoCoCGKIrLi12zZfoKwJPmxIK7nCyhEUcRx/HMwTVNYWSkTifgS9EQqiiiJlIp1ul0/DDEgIOC1CZrUKxCZmiJ5YD+1p5+l+exz0I8VRxAu++Yb37Ob5C03E56eunrFiSKRmWky99yFVa/Tu7Bw+dmZB7geoqYS27GNzD13IcWu/CrPg81YdF03yWTiDA/nqFabnDw+jyRLaKpCt6NjmhYDAxk0TaHTsckPpClu1PA8F0M3/A97QUALqWSyCcR+6q/juji247/WfmjkRXNbvWdSqzbptnsYPRMBqFVbmKaN5LjYlo0oCEiSxMpKkbXVMu1WF133m5dlWtiW/3fHcfDwUFV5M5JDVRVU1UJVZD8FuO/zpygy+Xwa07RIJmNomoJp2tTrLTz87KxwRCMej5LNJikVaywvbaDrJkoy2OoLCHg9gib1CkjhMLGd2xn5Bx+j+cIRcN3LRAqe46CkUhR+9n2kbrsVUb56v8aLAo+hn/sIvYUlrGrNt0Dqr+QutlAlm2XkF38BbbBwVXKqPNcjpKls3z5OtdLk0HOn0fdOc9NN2ygUMqyullldKfsrmY6OLIv9VUf/deFvnbVbPSTJT/FdXSkBMDCQIZ2Jk0hGCWkqjuti2xfdw31puqLIaKqMLEvU621WVkqcOD7H9Mwo4XCIeDyKpilUKg0q5Qbtdm/zLMyy7P7Zo4iiyCiKtLlia7d7NOptarUW3a7OyOgAruv1h3j9P4oqo+sGY2MDiKJIp6NTGMxSqzbZvWfaz5hyXJaWinzvkUPs2jOFafTzpALHiYCA1yRoUq+Cks2Sfcf9DP3cR1j7yy+A4/qNwPPAthn7tV8lefBWlFzumtSnDg0y9NGPICgKa3/xl5vbja5pEZmeIv/Qgwy8/2euuJgD+nNSeMTjETqdHs1Wh8XFdU6eOM/cuSVuunk7I6N5tu8YR++Z7Llhhna7i+v5807zcyukkjFAotPRCYU0svkkQ8N5HnzXQZqNNo1Gm431KpFI6DKxgaoqjI4NMDySp1KqU6+3aTY6NJsdhoZyrK6UiERDhEIaiiJRLNaIREJoqkImkyAS8dNy52aXN+eiJEnEMPzVkGXaZLIJRkYHUFWZwcEsa2tlul0D+gnC5+dWmJwa5uSJeWKxMO945wHi8Qi5fJJGo8Ps2SVOnbrA8RfP4zgOW7aNkEzF/fcraFIBAa9J0KReBUEQkEIhxn7ll2kdOUr3/DxOt4eoKiQO3krhAz+Dmsu+IdfzK1Vf/Ma92M0m+uIitSeeQpBllFSSzN13MPj3PnTVarsomuh0db/JaCo7dk5QKGTpdXUWFtaoVht+KKEskUjFUFSFM6cXOD+3iut4ZLNJPNuh2ewQCmtMRAexLZsXj55janqY0b7Kr1Zpsr5eZWgwy9hEgWw2SaPR5tjRWf/8qT/0C/4KaX5+FdOwN732VNV3tMjmfIFFOu1Hu+/cNUG53GRlqUip1PCdJTIJUukYlmVTLjVYXtpg954pXjx6DsuyURQZz/OoVVssXDjMwdv3MDo6gBZSqFaanDwxT7XS9F3WE1EeeHA/xY0qluVH0auqTCIRJfCcCAh4dYIm9VqIItroCPmHH2L9i1+md2EBJZNh8EMfRM3mfkiwcLWRQiGiO7aTf89DtF48jt1ukbr1AKmDtxIaGbkqq6iLCIKAYztkswni8QiNRgsA23EIqyE6HZ1Ws+sP9SoSrVaPeq2NoZv9AEFf8OF783WxbYeBQgbTtNhYr9Koq5uihGzmpZj29bUK6+sVzp5ZJJtLEQ6pyLLvULG0sI5tOYTCKobun1nJsky71WV9vUI4rJJKxxkbH8Sd8pWG8UR00/3cMExfqu662JZDPOELH6rVJpqmblojua5LrdpkY92Ppo/FwpSKNd/5oqvjeSBfrD2bZGAwQ6Vcx7KdwHEiIOB1CJrUayAIApKmkbnvXlrHT+DZNuHJSTL33IWgyNdsFXVJgagDeZIHbyW2ayeduVnSd95ObPdupHD4qpVx8YPW8zxS6TimadNs+NtukiwyOjpAsVhj4cI68USUSqVJqVij29H7DcXdvL9lWbRbXZrNDhOTg5w9s0i73aXXNfDwh1+zuRSqqlAp11lfq1Aq1Vm4sI5lOeSyScIRDcu0WF0tk0rHyeaS1Ott1tcq2LaL47jYjkOz0aZaadJu9TBNi5GRvG+11E/6LZXqfnSIJBCJhslmE/S6Zr/uS0x8+0GW1UoDRZGJxSPYls3aWpmxsQKhkEq3q7O2WiadSTA8nKPXNWi2OlftPQoIeLty5U/UrwPie3aRvusOcu96kPxDDxIaHb4qYoQ3ghQKERoZpvDhnyVz952k7riN8OT4Nanl4vmKaZjUai16PZ1EMsbuvdOkMwnq9RahkMLiwjrFjRqO4xIKaZfYDgp4HnQ6PVZXS2zdNk6t2iIc0ojF/aDDcDhEKKRQLjc4d3aZE8fnmZtdxnM9ihs1Wq0u3Y7O2rpvmZTLpRgayhGPR9B1E8d1AI/BwQzZXArbdjh18gInjp1ncWGDbkcnHNYYGMxQ3KgSiWhEIiFisTDJVIy1tTJOXyJ/Ea/vUOE4LstLG8yfXyGVjjM3u8LM1lF27JokP5DejBCRZQlB9BWKBHNSAQGvSbCSeoMMfvADfkzHVZg3+lGRolEKH/oA+YceRIrHr1kdoijwxGMvsrJSQu8a3PeOfZRLNf7mS99nfa1Cp91jba3KylKJ977/Trodnfn5Nbpdvf8IvuNEu93j/Owqd9x5AyNjA2wUqwwN5bjxpm2EwirVSoNjR+col+t0uzqGbpHNJbEsmyNHzqL3DCKRENFoGFmRifYbTCabJJtLcO7MUl8mn2BqephoLIyqKjz77AlmZkbZtXuSTDbBr/yj9/PNbzxNuVQnGg0zOTXMn3/2W1iWfVlzuZiBddsde1leKjI3u8T5uRU81+P7jx5GVRXCYY3de6f59jefZW2tTDaXIpNJbG51BgQEvDJBk3qDiJHIG7IheiN4nkf10e9jN5uEJ8ZJ3HzTT16fqvoDu31Z9LXAdT0mp4aYmBrCMiwWLqxz6227mT+/6juaxyMMFDLcdc+NLMyvs7JcotXsEIn4qylR9AdxBQGazQ5HXjjLwdt2MTu7TCwaJhYLs1Gs8t1vPddP4xWQZAnLsllbrZDOxEgmYyTiUTw8yqU64xMFRkZyNJttet0eruPfpt3u0un0SGXijIwMsLFRQRQEUin/+lqliaaqjIwMMDZWQNMU5s4tUa20CIVVJFnq/559m6ZuV+fE8Xm2bx9jzw3TzJ5dYqCQplpusH3nBJlMgvW1KhOTQ9y0bxtrKyWsTRl9QEDAqxE0qTfIxfmknxQ/SbfDxhf/BrNSIX3XHYSnJlFSqZ+sNv8vP3F9Py6u6xKNhvrZShYmHqqm+DNHwOjoAJlsglgsxKHnTvcl4lkmJgdZWS7iuo4/nMtLQ9PHjs7x8HtvZ/eeaUzT3sxi6vZ0RNFPyxUQGB0bQBQEGo0Otu30HTcABBKJKNFYBFVVcFyPtdWyP3QbUnAcl3Kxzgn3PJ12D0M3aTU7LC1uMH9+lXAktOlYXirVOfz8aSRZ3Bzw9TwPUZRIJKLs2jNNcaPGhQtrrKyUCIc17r1/H08/eZxINEQkGsZx3X5D9ojGI1imfVkqcUBAwA8TNKmrjGdZNI8cpXH4BaxGAykaJb53D5m77/RvcK3FGD8mAn7T6HZ1bPslKfj8/BrhiEY+nyaTTVIp12k02ti2gyAKyIqEeHEQ2fP84VbPwwNKJV8hN1DI4DgdSsUaiwt+rIe/6hLRQupmUKJhWPR0A8u00XvmphegosibUfWNhi9x1zQVz/Xo9QyWFjdQFcVfka2VfXf0Up2N9QqJ7ePIsoxhmKyvV5H68RqXWjOJkm9yK4qC7/GHH98xMppny7ZRBASKG1WajTaxeIRmo41pXrkAyoCA64lgQ/wq4jkOVr3B+hf/BmNjHafZpH3yFKW/+yZOp/u2liOLoki73WNtrUK16kfCt1tdjh+bI51JMDKaJxzRaLW6ZLIJ0ukY1UqTM6cXqVWb/tmM528Zuq6H57rg+WII3wi2wfp6hWqljtd3S0+mYqTTiX5kvUs4om3mNNm2TSwWRpKl/opHIKT58vR6rU2n/ZKjeq+r+zEdwMpKmfnzq8iyxOLCBtVqk2rNn3VyHAfX9XzbpEuGcHXd4OTxOTrtHuFIiGQqhud6mIbFTTdvx/U8zp1dplisEQ5rbKxX2Viv0m53L/ElDAgIeCWCJnWV8DwPs1yh/uRTFP/mK4CAqGkYa2uUH/ku5e884tsvvR23fwR/e83zPFaWipvZUKlUnLvvuZlUKv5SBPt6leNH5+h1DdZWy5w9vUCpWL/sHM11XRzbRQtpjIwNYJkWiwsbzJ1bRtP8VdC2HRPs3DXJ0HAWQzc58sI5v6lUmsiKxJ4bZrj9zhvwPJdGo43juIyM5rhl/w5kWaReb2PZth9MGAlhmhbhsEYkrDE6VuADH7qXVqvL+loFgGwuxdBwDsMwN7d+L1ondTs6zz93mlar28/OWufUyfm+oa7B+ESB3XunSKbiJFMxZs8tUS7XMU372o8xBAS8xQm2+64STrdL4/lDXPjMfwbXhYtzNqKIXasz/x9+n/iNNxAaGUZQ1Wtb7I+J67qk0nEk2d9m+8CH7uEbX3+KxQtrIPiR6YVChlajzenTiwwMpJjZMkq93t48RzJ0E71nAFAoZFAVhVKxRrlcx/PgIx99gGajzepqmYWFdRr1Ns1mB7tvDOs4LpIkEotFyGSTeJ5vnRRP+KKNmS2jHD50BqFfj6JIuJ6Ha/n+f9FYGEGAE8fOMz5RwLEdup0eiuLbL62t+pZIju30FX5+mNbN+7ZRLjcwTZtoNMTMzChnzyxSq7awLJt0Os4733WARr3N5NQI7Xb37fmFJCDgKhOspK4S9aeeofzNb9NbWNw0g6X/jdxzXfSVFVb/x+cwS6W37YeX5/liiXTad4R4+snjiKJIq+UP47quR6PRZmgkz+BgBtt2abd7DA3lNmesJEVCUf3Y+OGRHJZtUyk3aNQ7dHsGJ4/Ps7ZW4cL5NZYWipRLdQzD3HR/uFQaXi5W0UIqkWgIVfHPlWbPLfdznOjbGa333dAN2u0u3a5Ot6NTLtVp1Dv0ev7wLnjk8qlNpwlBALfvPp9Kx7Ad3/Q2nYkzMjqAZduYhk273cO2HVqtLidPzBOOaKQzcRRV5m29vxsQcJUIVlJXAX1tjfqzz9E8+iKeZV2W7XTRrcCzHarff4zUbQcRQ2HUbObaFfyj4rF57pPNJIhEfdPWcrmBoZv9pF2Peq2FbTtMTQ2TTMaoVhs4jks8Eemr8kASxc3ZoXgiimXZNBpt2u0uhm4wO7uEqvhu5rpuAhCJaMxsGeXChTVazQ6KKjNQSKP3THpdAzwwTZtIJNz/ffcFGvjCi/xAmrXVMq7rYOgmXUlGkiXarS61WpNoNEQsESGkqYiigCT5NfrfMQTiiSjFjRrhsD+bJQgC62sVBPzZMcfxAxQ9z5fFZ3NJ2u0uAsLb9gtJQMDVIlhJXUEuqsCaR16kefgI+tLyK8Z6CAgIskTn3Cz1p56ht7DoCwfeRniehyzLFAYzRKMhyqUaeN6mX54oCpu+fO12F0WVN6PiLxq1CoL/oS7g4dh+QKFt2f72muMiyRLVapO19Uo/nkMiEtHIZBPMbB0lk0kQCmkkElG2bh3zPQTrbcqlOr2eQTIVZWpqCFnyZ5wikRADAxmmZ0Y2Awtd18OybQzDolJpsLS4Qb3+khoR+uGT/SBMQYBQSMOybGLxMJIo0mp1qNdadDp6X8ThYBoWruexuLhBOh0nlYqjhdTAcCIg4HUIVlJXGM80KX75b+nOnfcdK14pwdefCQVBoPztR9BGh4nt3H5V/fd+UlzXIxoNk84kqFYbrK9VkCTfl6/V6pJIRJmcHiYaDXHm1AKZbBKp3yxM0wIuDvPKIAgYhoWiSPR6JooiURjMoKoyzYa/JRePR9A0BU1TSaVizJ9fpVDIoCgyE5OD7No9xdzsMqZp9fOh/OZyy4EdxD8bQRAEYnF/fqrV7BCJ+mdRiiojiaLvKiGALMt+Em8/NFFRFEzTRBCFzVWZrpuoquwHLdaaOI7L9p0T5PIpnn/mJJIsoSgylXIDVVVAgFQqRqerb/oWBgQEvDJBk7qSOA6N5w7RPHwEu9l8Xdd0QZbpLS7RfO4wsW3bSd91+1Uq9Cfj4mIgGg0hiiKm4c8pTW8dZW21QiwWxjQtlhY2GB7Jkc4m6OkGyWSUcFijXG6QTsf92PVOD8u0iSciKIpMs9klm00yNJwj17c+skzff08Q/NmsdrtHPBFF1w2q1Sa27RCOaNx40zZOnpzH7q/KBgdziJJILp9kcmqYeCKK47g0G21+4RcfwrL8geFSsUa91vZXhOX65kyVIIooikS340fHA3gulIs1ZraMsnBhHU1TiERC9Ho6J47NEY6G0HUT0/JzqZqNju8PGAkhiAJGf8syICDglQma1BXEcxyqTzyJ3WmD572mKe1FKbLnufQWFmi++OLbpkldxOv/7/BIjsHBDKl0guefOYltO0QiIcJhjXa7hyxLpJIx0pk4jutRnl8jl0viODayLCEr0ubMlCSJ2JZDr2vQ7ejUav5MlXLRhd4DQRRQVZlGvY2um3Q6OosLG9x7/800mh3KpTqjYwPsu2U73/vuYWzbX71omoIkSVimxfe+e5harYneMzFNE9O0EUWRZCpGfuAl+yJJEjfru+gP6w8wO4yODdBqdWk1OziOhyRJxOIROu0Ssiyxa/c0uVwSw/DFGJ4LQZZUQMBrEzSpK4Xn4TkuvbnzeD+KR5soYjUaGKuruLaNIElvm1ka13X7km8ZT4YzpxcwTZtMJkEmm8RxHMqlOrF4BFmW0HWLZrODZVj9R3gpkv3iDJIkif0Idz+fqlZvEY9HyWTiWJZNu9WjpxtomoooCIiCgGXanDm9wL792xEEME0L07SwLIeTJy6g6wZLS0Ua9TahsIYAKIp/JmVaFr2ev7oZKGSQJNHflsRXYW7G1m++JX5rXlzYYHpmhGjUd0MXBQE1pJDPp2m3e1TKDc7PrZDLJYlGw7TbvjNH0KMCAl6boEldSTwXs1L9YQWXd3HN4XNpExIEAVfXsZstcJyX5OpvYYT+H8dxMYyXtq/OnV1keCRHYTBDJpPwm0q7hyiJZHNJlhc3KK5XL49Q92N+8QDHcZD7BrLdfnjgRSVhr2fQ6xq0Wl0M06JeaxOJaKiaimXZrPdl6o7tP0a71ePsmUXKJX9weG21TFEUCYVV4vEI0b6BLXh+wxOFzdRfSRIR+wpF07R9n2GETQcrQRBYXFhn6/YxFNXf2vQ8/IiQRISR0Ty27bC8VGTX7inisQimYWFa/soxICDg1Qma1FXj4nae99JPfcGE15+3uYy3mexLEAUs06LZaJNIRMkPpIknotx3/83Uam0UVSYc1QCPhflV9t+6k0q5QbPZIRZ/SSAiCCJ4HqZt0+sZRCJhorEQuh5BkkSSqTidTo/Zs8uYpkksHmF6ZpRTJ+YpFuuEIxqRvj3Ss8+cJJ2OMzk1RLXS5PEfHCWdidPTdeq1Fo2uPzTseR6qqjA8nCObTRGNhRAEgfNzK1QqTcYnCr4hreu+5Dhx6WsXBJrNNqlUHNd12VivUCk12H9gJ2trZbZuHWV8rMDhw2dQVIXl5SLNZgfXdVGCJhUQ8JoETepKIklEZqZoHTuO67kIFxX/joM2PoaoadiNJuZGEfrDqJ7jIMcTaMO+88TbZatPEAQ6HYNeTycej1IYzPDe993Jn/zRV3Bcl5v3bWf7zgkajQ579s7QqLaIxsIcvH0P0zMjzJ5b8leRjoNp2pimRalYZ9v2BMlkjOXFDWZnV1BVhXQ6TibjWy0JgkA0qpFMRjFNk1BIZaCQYefuaTqdLu96+CCxWJgTx+epVpvIkshzz5zENB1f7t7//bqux/z8Kt2uzvBInmQqytLiBqOjA6RScSRR2hQ9hMJa3wbK3ybcs3eagUKaTrtHJBJidHSAer0NAlyYX+OpJ44RiYa59eAubt63ja9+5Qlaza6f+BsJXeN3LiDgrU3QpK4UgoAoywy8/33UfvAExvoGrmGCAK5pUXj/z6DkcjSefZ6Nv/lbBF8pAKJIbM8uMvfe/bZpUBexLAu3H4dRrTbJZpPcetsuzp5Z4szpBebPr6KqMuvrFTY2qkQiIXK5JOGwurl1JkkSmubbQp2fW2H79nGy2SSFwSydjs7E1BAbaxVi8QimZW9aJgmCgGU5bNs+zq7dk7TbHSYmh5D7BrPRWIjxiUEsy+bW23bxzNMnaDW7m9uJF3OhDMOiXKrTavnmr6PjBTLZBLbjsLpS6qfwakhS37hWEEgkY0iSxNpamY2NKq7rEg5rfP1vn0Q3DFLpOIVCBtt2+Pz/+CbRaBjTshBt8S2T8BwQ8FYlaFJXElEitmsHQz//c9Seehp9eRk8j+iO7WTf+Q6URAIlmcDpdWmdOIkoyyT33Uz2ne8gumPbta7+R8IXFnioqozrulimf96SSif9EMFai1qthdMfil1bLQNQLFZZWSkTjYYQBLAsfxVl2w7tdo9Wu0corJJOxwlHNBbm1+i0eySSsc2IjnA4RLPVwTCszfOgVCrO0uIG27ePA2BbDoIAw8M5Dj1/imgkTDikIcsSq/1aPM9D1w1/JqofVT84lCUU0mg2O2xsVJEVyQ9LTMURBQHbcZk9t0SpVKfV9GNAYrEIoZBKOKQxNJIjmYiiqPKmUGRgIIMkijiuG+gmAgJeh6BJvUEc3QDXRZAlxDdoACuIAmomQ+6hB1HzWXqLy+C6xG/YQ3TbVv9xRBFEkfDkBKKqkrzlFmK7dqBm3rgtkud5eJaNaxpIoTDCNTrnEESBVrOD63lEIiFazQ6WZZNIRMjlU6RS8cuECN2OjmlaNBq+6AEE3wHdcXAdF9d1KZfqFAYzpPsKweMrc4RDGp1OD103EUWReDxMTzeQZJF2q0uvqzMwkMYwLDz86I9QSKVQyBCJhCiX6ti2s2lxlMunqNVaKIKE7bjouonneUxND5PNJgGPVrNDo9buDx/3wwoFv95Ws4Nt+yayiWSMWDwCQCIeIZGMovcM6rWWL7pwvU1LJ1kJzqMCAl6PH7lJ/eAHP+Df/tt/y6FDh1hbW+NLX/oSP/uzP7t5ved5/M7v/A5/9Ed/RL1e58477+QP//AP2bp16+ZtqtUqv/7rv85XvvIVRFHkwx/+MP/xP/5HYrHYm/Ki3mw8z8Pc2MDp9ZBiMcKjIz/S/WM7dxDbsR3PdfFc9zLvvvD4GKGxUQYefshX8v048e+Og1kuY66vE9myBSkeuyZbhaIosri4AcDU1DBnzy5iGhbxeISt28eZnhlBECGVSrBz1xSG6a8satUmrWYX07QQN737HPBgcWGdbM43rJ2YHGJlqUgun2JpcQPdMFEVhU5Hx3H8ZGDTtOh0daKxMDfv2/aSUi+XIhINcezoHLVqi1bLf75QWGX3nmna7R6xWJheV6fj+sm/O3dNkkxGqVVbVPuNRVEkJElC6nv3SbLI8EieRDJKLp9GkSVM06bZ6hCLhVla3OD0yQvU6y1yuTSiKPDi0VlUVWZgIB1I0AMCXocfuUl1Oh1uvPFGfuVXfoUPfehDP3T9v/k3/4bf+73f40//9E+ZmpriX/yLf8FDDz3EyZMnCYX8Q+Jf+IVfYG1tjW9/+9tYlsXHP/5xfu3Xfo3Pfe5zP/kruhK4Lut/9UXap88Q3baVqd/8DYAfrREIgj/z9AqScsHPjfixSvM8D7vdYfWzn6f6g8fZ+ju/TfzGGxB+zMf7sehr0F3XYWp62E/E1VSKxRrbd06gagrtTo/vfud5jh+b5cabtmHbDlu2jrF77zR33LmX5aUiTzz2Yj9O3UNWJCRJZG2twkixzvBwjqHBLLcc2MGLR+eQFYmJoSHCYZUTx85jGBb3v2M/w8M5BEHgz/7r17jn/n1ksglyuRS2bTN7bpk/+aOv8MCD+5k9t8zcuSXW1ioceu40oigwODhKueRHgoxPDDI1PYwsyyxcWGNpqUg0FtqMApFkkXQ6zvjEIDfevJXFhQ1eOHSG9fUKtWqTjY0aA4U0W7eOsWPnBNVqi/OzK0xOD7EjNnFZ0GNAQMCr8yM3qYcffpiHH374Fa/zPI/f/d3f5Z//83/OBz7wAQD+7M/+jEKhwJe//GV+/ud/nlOnTvGNb3yD5557jv379wPw+7//+7znPe/h3/27f8fw8PBP8HKuDKW/+ybV7z9G++QpOmdnyd53L4l9N70lZpjsRpPWi8dY/dxfYFUqbHz5K3iuS+rWA1e9Ftf1UPtmsYZpMTySIxoNs7FRZXm5yNpqeVNV1273ePSR53n6qWPcdfdN7D+4kzvuvsFfXTU6uI6FJPkmrqdOzGOZNrt2TzE+PkipVOfUyQusrZT6se1+ftSevdMMDeXotHucPDnPF/78ET76999Jrdri2IuzPPX4Maa3jLB129imXLxcbvSjOwReOHyGZDLG5NQQ+2/dSTod5/ChMxSLVSzLfinksGswMjrA3r0zpNNxnnnqBF/+6+/R6egMDmWIxSI0m22ajQ6tZpcdOyfJZpNYpkW51GDHzgm6Hb3fkAMCAl6LN/VMan5+nvX1dR588MHNy5LJJAcPHuSpp57i53/+53nqqadIpVKbDQrgwQcfRBRFnnnmGT74wQ/+0OMahoFhGJs/N5vNN7PsV8VzXcxyhfUv/Q29pWVc28YslVj5758lsnUGOR5/ZcPYq4TnOHTOnmX9i1/CrtdBFKk+9gRKLkt4bAxtaPCNP5bn4ZkWgiwjSD+e4kwURcolP3E2HveHWDfWq3S7OrlsktHRAaKxMEdfOMfwcI4duyaQJYmjR86RSscYGs5x875txKIhnnnqBLbtx7X3ugbLSxtIksiu3VNs3z6BIAgsLaxTKtVxXY8PfuQ+7rz7RirlOrVay0/crbcYHcvjebCyXERRZUbHBrBMm/237mBoOEs6neBrX3kcx/HI59PMbBllZssImUyCudkVFhfWabd7/dcnYFsuN964pZ+B5bKwsM7jPzjKvv070HWT9TVfubhnzzTZXIpqpUmpWMMwTMYnh1hcOMLi4jrtdpdwWPuxfs8BAT9NvKlNan19HYBCoXDZ5YVCYfO69fV1BgYGLi9ClslkMpu3eTmf/vSn+dSnPvVmlvq6eJ6Ha1rUHnuC9rETOO02gijimib1Z56lefgIiVtuRkkmr2pdl9JbWqZ5+AiNZw/5A8GShLG6SvPwESLTUwy892HoR0q8Fp7rYjeb1J54mvje3WiDhTcsDnk5F2eX4vEIum7S7eo0Gm1i8QgDyRjjE4N0Ozrbd4yTSscpbtRYWyuzvFRkeCTPxMQgnuty+uQCtXpzc/XSbHZYuLBGMhVjoJD23SgkyY/vqDTJD6TpdnWKxTorKyWKG1USCd/A1u2rDh3X5UJfHRgKq4iiyOBQFk1TSGcSzGwZYXJymEw2Qa3W4uyZRdqtHq7je/15nu+SPjE5RCIZxXZcyuU65+dW2LVnip27JlleLrG6UmJ4ONevp0an3cPDI9Pxz9b0nq8gDIXU4EwqIOB1eFsMaXzyk5+k0Whs/llaWrriz+nZNma5xPpffxGzUsFzHH/V5Hnoq2sUv/p1jJU1XNN6/Qe7AriGQeO5Q9SefAp9eRlRUfwmalm0T56k9M1vY5bLr/s4fjM2aZ04xdL/9SfUn3kOs1T+scP4RFEkkYgyNJKjVm3i4buUN5sd9J5BKKTy8Htv5467biCdTtBu+67nzWaHRCLCQCHN0HCOweEsICCKAqIkYpk2pVKdIy+cxbYd8gNpdu6a5MabtjI0lKNaafDk4y9y5PAZTp2c59iLc0SiYTr9DCs/AFHn8ceO8MRjR/naV57g+WdP0Wn3GBjMcsONW9m9Z5p8IY1hmJw9s8DChTUc10WURIS+8jAWC5MbSJFMxlBV2RdJNNvoPYOx8QJ33LmXBx7cz/TMCPVGm1rVj+6wTJulxQ1mtowQCmubwY4BAQGvzZu6khoc9LeXNjY2GBoa2rx8Y2ODm266afM2xWLxsvvZtk21Wt28/8vRNA1Nu3pbI57nYaxvUPr631F7/Enf+aH/oSIIAqKmsfG3XyW2aydiOER4cuKqqekuNo/O7Bylr/8d9Weeu0wkISoKZrlC/alnWP+rLzH+T/4R3muspjzbwSyVufAffo/608/gOf9/9t47Tq67vvd+nza9l+1Nu6tebau6IUvudBuIgSQm8JCEi3NDeG5I4Cb3CSXhJpeEQEJIbhJICJiE3gyucsOWrd7r9j67O72e/vwxu2vJ3UKyhDjv12ttzew5M79zduZ8zrcbWLUqzb/2ToTXYE3NDy30+T2EIwGCIT/+gJd8vkQsFiIU8hOJBHC7FJqaE8zOZDENk2QyQlt7A7FYiJWrugmF/WiaTkNjlBPHh7AsC4G6UEmCQHo2zwM/e4bNV68mkQgTiQVpaW2gv2+UkydGSKdz9VEfQT+CAKdOjuByyRRLFURRpFpRGR+fIZstkExG6ehs4sabNpBIhJFkiZHhKfpOjTI8NIU/4MU0LebFUhDrPQeTyQjLV3RSKlXIpPOEQn4WdbcyncoSjQZpaIiSzRZpbIwxPjqDyyXj83uQJYlINEipVKVSrjlC5eDwKjivIrVo0SKampp45JFHFkSpUCjw7LPP8qEPfQiALVu2kMvl2Lt3L1dddRUAO3bswLIsNm3adD6Xc87omSz5XbsZ/eevvGRyhK3rjH/9XmzToOXX34Ps979u67M1jeG/+xKFAwexVPUFc6oEScIoFBj9l68SvfYa/EsXI3levP1O5fRpxu/9T3LPPIvk81I8dBhBlhHdHprfdeerXFBdpEIhP9FokGpV48ihfmams6xYuWhhsGE2W+CRh3fz9FOHWL9hObF4iOaWBNtuXM/V165BcSkcOtDH3j0nGOgbJx4PMz2dxTRNFEXG41FQZIlyqcoTj+2jqSlOZ1cznV1NRDcsZ9nyRZRKFQqFMsV8iWKhwpFD/QgClMv1dkedXc0kEiHC4SD+YL0QWJZExkan6w1oZ3NUqxout4LLpaDrBpZl4Xa7CIf9ZNJFRoam6OhsIpGIcvU1a5idLRAMebEtGBqaZHx8muPHhli8pIO29gYUl4yhG6SmMux65hjLl3ehdMtzRctOJ3QHh5fjNYtUqVSir69v4fHg4CAHDhwgFovR0dHBRz7yET7zmc+wePHihRT0lpaWhVqq5cuXc+utt/LBD36Qf/zHf0TXde655x7uuuuuSyazL79nL7MP7UBLpxGk550iod60TZBlamPj5J7Zhbezk+StN78ua7N1nfSOR8nvPYBRKtcTHZ5vJc2t0cjlmPjGN+n6/d9DbG5aGH8+jzabpnjoCOlHHqvXbtXH11IdHGTm/geIb9uKEo+9KitREAQqlRqpyQw2EI4EkCSRaCzIyHCK6VQWwzDo6W1jbGyaUqlCIhGmpaOBDRuXE0+EOX1ylJ1PH2FqcpaVq7vp7GziyKF+DMuqd3yYypBJ55HmRr1ncyWqJ4YZG03R2pYkEgkSiQSIxUKYplnv6GDXs7xt28aybWRJwuNxYRgm1apKejbF1ESabLZAtarONZuVsG0wDJOlyzrRdROfz01La5KJiRn27z+FYVps2Liclau6ee9v3Mx0KksqlWVkZIrpVJZEPMLxY0NYc1N6I5EAmXQBRZEZHJygVlPxeN00NyfO34fDweEy5DWL1J49e7jhhhsWHn/0ox8F4O677+bf/u3f+NjHPka5XOa3f/u3yeVyXHvttdx///0LNVIA3/jGN7jnnnvYvn37QjHvF7/4xfNwOL849Qv3YUpHjy7UsLxY12sEAUvXqfQPkntmF7Hrr0X0ei+o28+2LMxyhdmHd2Dk8zAfJ3sewtyoC4Dcs7uoDAwgBfwo4dBZ2+m5HLWJCdSpqfrN/Fw3dqNYpDYygjY7ixKLwisd09xodtO0yOdLCKJAOBLA5/MwOpKaG88h4FHqLluv18XpkyNMjM+SSIbpXdzOmrW9eH1uOruaaGiI0NKaxAYSDREMw6xPxzXtOTeZgDwnVKZhksuVkBWJUqmKx+PG7XHhnrOEFEVGwK6P17AFqlWVQqGMOpfUUSxWyGaK2LY1l/Iu17cVBUKhAE3NMSzTRlZkAkEvy5Z3MTo8RUNDBLdbIZcrcuL4EEcODzKdylAuVxEEAVmWcblkdN0kmylQKdeQ5rIm8/lSvXD5l2hWmIPDxeI1i9TWrVtfNqguCAKf+tSn+NSnPvWS28RisUu2cLfSP0DpxClqE5OIrzTuXZLQZmYoHDxEbXISX3f3BV2bpWlo09Pkdj6LbZovKx4CYEsS1aERSkeO4m5ueoFI2YZR74AhywiyjKuxAT2bxdZ0ECUs/bUnhaiqjmXVWwu5PW5GR6cJ+L34/V5kWaSQLxGNhsjnSpRKaWZnc0xOZlBVnS3XrGbtFYsx9LoVdGDfqfo6bXC7ZCLRIOFsEUEAUap3phAAXTfriRFVFUmUUNwKfr+HYMCH1+fGtmxs28a0LPK50sIkXV03MHQTxSXjcddde4ZpgW2juGRi8QhejxtJljANk2KhQk9vK4lEmN7FbQiCwNEjAzy2Yx/pdJ5SsUoo7CcwF4sLh/3Uqhr5XAkbG4/HjWGYFArlumA5dVIODq+I07tvjnnhzT27m9rwCJauI71CsoYgipjVKrXxcfLP7sa3aNErWx2/AEa+QOHgYaqjY4hu98vfhc+5/DBNcs/swr9kMb6e7rP2cTc3E1y5gtC6tZi1Gs3vupP0jsfRczkCy5fi6+x4TccjCMJC2nkgnSeZjBCLhZAVCduqDyosFqr09LZx+5uuIRavZ/ft3X2CB372DJ1dTbS3N1Krauzdc4KHH9jF8pVdGLox1zzWIJ4IoyjSXGr6Cw/Zsiwsy8Y0TPKFMrm5ib6iKNQtL9PC4znj7zo/uHAue2/+OOb3KRTKBAI+ypUaY6PTmIbJrW/cQiwW5vChPh5+cDe2bfPrd9+GoshMTMxy/NggA/3jBII+BEGo9/KbG9QoCAKpqQyJRHghccKxpRwcXhpHpM7ENCkeOYKWSSO+yiJdQRCwKhVyu3bT/GvvvKDL07NZ8nv2vqY7cEGRKZ8+TW1iAqumInmfc7vKoSCJW28mcdN2jFIJQZJoeNPtCIoLyed9zYJrWRahkJ/unlauu34dikumVKoSjgSYnclRKlV481uvZenyTo4dGWJsdAZZFnnHr21jzbpeTp4Y5sGfPsPMbA5dN2jvaGRyIo1pmgsuNK/XvXBDMT8PyrbthcGRti0x76e1bBtJcs3ptV0f6z7ncpPmBGL+TIpzomdZ1lmegtnZPNOpLJIsEQ4HGB+f4Utf/A49i9uIxUJsuWYNV1+7miOHB6hUaixf3sWNN64nkynwD3/3XZYu78S2bXTNqJ/OuQa15XIVc04UHRwcXhpHpM7ArNUwCgVsXX/hBfpMYTjzd4KAbVro6cwFd99YmoaeTr/82l5kfUalglEqY9VqZ4mUIAioUylyu/cw/cMfYxRLiG43gRXLiL3heqJbXnu2ZTjiJxIN4vG58fs8SJLE7EyWXK6E3+8lkYzy1JOHOLD3FJ1dTSxZ1kmlXGX/vlM0N8eJxIIUS1Wmp7McOzqIz+smGgvj9bpxuRXcbgXbtpmezpDJFKlWVNxuBZ/PTaVSIxQKEAr7cbkUDN1gYHAStabi93lINkYJBHzoukkqlcbQDSRJwjItKpUaPr+HaDRENBrEH/CSmkpjmPWkjVKxglrTiMXDNDbFiEWDyLJEKpVmejpLe0cDjz6yl/6+cTo7m1i/cTmNjVEmxmcIhwNEY6GF8fTNLXEmxmedeJSDw6vAEakzECSpns4tPK9+xbYXOpRjWzDXgWDBpSYIZ3U2v2DrE0VElwvhxURproGtbRgLa3puP2mu3dHZ1mF1aJjcnr1kHnsCb2cnSjyGkcujz6ZJ/eBHKJEw/qVLXnkw35wFEgyF0DUDgMmJWdwuBVXT8fu9+P0eREnE0E1aWhJzKeUucrkiDz14nCce3ceKVd0kEmGCQS8CoCgy4UiQ+YaziUSYaCzEzEwWw7BwKTJSQKRWU7FtCIX8WJZFIV/G63NTLlUIhXzUlHqShabqFO0KtZqGx+3CdrswDZOSWiEQ8iNLIjZ1iywSDWCZFlOpDB63AlZ9xH2lotLSkqBYqDA5mWZwcIJUKsPtb7yalasWYdvg93sRxXrySjwexjBMZmdy9ew+l4xl2cTiIRRFXnAxOjg4vDiOSJ2BIMu44gkktxujUFi4qNumiSuZQPR4sCoVtOkZkCSEeTeTJOFubr6g8SgA0ePB1dSIDQtCZVO3iORwGFc8Tm10FLNaQ5CEhbUrkUi9z+AZxbm2bVM6cZLi4SPYpkn8hutxt7ejpeqJGfk9e8k9uxv/4t76zKtXwLZtXHNdL9SaRjqdx+txU1M1yuUaum7g89WHB7Z3NNLa1sD4+DRDg5P0nx4jEPSRyxWRJHGus4MPRZGpqRqmXu+M7nIreLwuwuEAumpQqdRQNY1KRUHX6vOcisUKgiAQi4UwDINwOIiqamiaDgg0NEQZGpzE46u7DVXA5/cSCvpwe1wEg34i0QD+gI9qRUMQ6qnooiQST0TqrkBBIJ3OUy5VkSWJ8dFpBvrG2Xz1KgJBH5Zp1UeGlGuoqk6tpmGZFi63Uk/VL9fw+Ty4Pco5d/ZwcPhVwRGpOQRBQFAUgqtWUD51CnV6euECYhsmwVX1nna1sXFmJyYRRfE5gQgFCa2/4oKLlBIOE1q3dqGvnm3bYNmgKASWLSW8/komv/VdjPIEiEK9yNay8C9djKe1BenMhAHLonjkKEa+QMu73kH02msA8HV2IAcDCLJIesdjtLzn115VYF8URSqVGtlMvflvIOjDE3VRrao8+dh+PF4Xa9YtZmY6SyIZIRD0MjOdJz2bZ9XqbrZcs5qnnzrM3t3HqZRVOjobUWSJ++57msbGGF6fh/RsHlkWaW5O0NycYHxsmqmpNIlklIP7TxGcGzYYiQW54solDA+nqJRrGKaJpuoIgsD1N1xBPl+mkK+3MgJoakmAbdPR1URLaxKP101qMk0uW8S2baYmMyDA8hWLaO9IcuhAP80tcVav62XZ8i6GhyY5emSANVcsJhQOYBom2TlX5K5njxIIeOnsbKZ3SRuzM3my2SKqqhMK+4lEXseRKg4Ov4Q4IvU8Gt/+VvR8AbNUptLfD4BvyRIa3/pmgqtXUunrp3DwEFpqBrDx9XQT376N5K23XHiRiseIbb2epjveRuqHP8YsVxBcLjzNTXT8zv9DYNVKapNTZHY8Vh9Vj4B/2RJa3nsXwdWrX/iCpgnY4Dr7Qil5vSjRKGa1+uoWNlcnVa2qTKcyWHbd6hkdmcI0LbbftJ5NW1bR3dPKgf2n+Ku/+A/e8vbriMdDbLlmNdWqyu5dx9m0eSUTYzMcOzJQL9zN5Nm2/Sqi0RCWbVMuVZkYn+VH33+SrduuYu0Vi9lyzSomJ9MosoSqapRLNWZTWf7vl3/Aou4WqnNCVI//CHz+r+6lrb0BSRJpbUuSnJvWe+316xgfS/HM00c4cXwYl0tmydIOrrxqOc3NyYU5UfVxG1muvnY1zc0xKuUqra0J1l2xGK/HxdNPHuLokQG8Pjf//Q/exYnjQzz4wLMM9I2jGzq5bIlCoUSpVMW2bWKx0MufWweHX3EckXoeSixK22/9BvFtWykeOQKGQXjzJrxtbUh+H65EkjX/+k/k9+xD8vvx9Syqj4J/ibZD5xVBQA4G6fmTPyZ2wxvQpmeQ/H78i3sJrFyOIMss+sjv0fDG2xYENnrN1XjaWhGfn04vigRWrkBLpxn756/gaWzE3dKMns2R+fnTzD78CIntW1+Vq+85bEKRANj17LmR4Sl+4323k0jWG7Jqqs7hQ/08u/MwmqbT3tGArhvsevYo3rmEDo/XRWNTjGy2RDQaJB6PMDE+Q6FYQZJEWlriGKZJf98YjU0xwmE/xUJlLtvexjBNJEWiuSVBsiHK8NDkQjGwP+DF729B13VEScSybQzdwO/3kJ7NMTAwwenTY8zO5LjiqqWUy1X27jlOIOAlGg0SCHgYHpqipa0Bj8dN36kx9u87xfR0lm3b11OtqoyMTJFKZYhFQ9z5zhuIJSJctX45Ho+bwwf7ME2LRCJCpVJzcs8dHF4Fjkg9D0EUUSIRRLcHd1MDWDZKPFZPWJAkRK8H/5LFKIkEgiwj+/1IAf/rkqk130lCDoeJbNqIpdYQJBkpGFhwAboScUSvB1/3ooXHwlys6PmvFVp/JZaqMvmd73H6M5/Fv7gXdWISo1zGlUyQvPWWV06aeN5rRiJBJFHA7XZhWvZCc9liscz4+AzDQ5N0dbcgCCy0KIqEg4QjAfr7xgkFfXi8bqZPjrB2bS8zM1lcHhce3ZiL5XhpaopTrajs23OCqak03d2ttLQmOHVqBF03MA1roWi2ta2BarWGZdmIosjYSIp4PIxt1x97vW7CkQBPPr6f0ZFpqpUayYYIDQ31Bret7Q2UinURjMVDTE0eY1F368LcrEDQh2mZyLIIAgSCXjQ1QKFYZv++U0SiAUIhP/F4GBBwuxWamuNMpzJ1l7ETk3JweFkckXoRBElCDviRAy9sGiuIIpLfj/d1bCh71vvPiaErEX/x38sySjj8quZcKaEQcjgEll1Pu0fA1o368EMElET8Nbkw69aMiSK7CAS9BAJeRkenCUeD1Goa42PTZDMF2tobCYcDCIKArhmEwn4aGqJkMkUKc0Wv2FCtaYTDgXoRrrdevCzJIrIkYdn2glD09raj6waSWC/yFebaJuWzRdZesRjTsEhNpRkanKy3b7LqSQyyLGHPWVNDg5NkMvX5VT6fB90w8Pk9KLKE212vtarVVCzLQtd1MpkCbreLRCKMLIuUylX8fg+GURfTUqnGqZMjrN+4nFpNpVisYFkWkUjdvWfZIDkC5eDwijizAn6F0dMZtNQ0iAJt77+btt98L63v+3VC69agzc6iTky+ptov27YpFuop3v6Aj3gizLPPHGVqIk0mXWB2No9hmEiSSGNTDFXTmZxMA/V081DYX2+XVKzQ3BInPVugoSE6V8grEYkEqJRr9Y4WQS+eucJe0zQZHUnhdiv13n1uBX/AS6Wi0t3dytorFtPQEGV2Nk+yIYppWXi8biRZpDw3mNAwTOQ5QbIsm/HRGVpak/X3Cnjxet2kZ/M0NEbJ50pomoGsSHh8bmRZZnQ4hdfrnutmUbeYUlNpSqUKQ4OTDPSNYxgm8USEXK6etGFZtlMr5eDwCjiW1K8wlcFB1JkZgsuXEd9WbxrsbmvFrFSpjoxSOnoMX8+r70coiSLJZATFJS+kZwsCfOHz/1mfubSohWQyisdTH3tRr2+yEQSRQwf7uOa6tTQ0RDDNerPXQqHCvn0niUaDmIbJzEyO1FSGjs4morEgVqReAjA8NEmtpuH1efB6Xei6TrlUJZGM0Hd6FEkSmZ3NE40GqakagYAXj1upN8TNlVDnLLZIJDiXIl6lv2+U2dkca9b2MjE+g2XbdPe0sHRZJwCRSJDpVIbjRwcJhwP1DhKmRSQSpLFJI58rUqtp/Mkf/xMeT93iisfDaJpePx7TWrDkHBwcXhpHpH6FcTU0IHq85HfvRZuexpVMok6lqAwMoqVm8L7aXoRz86Q8c10fxkanqZRrbL9pPQMDE/T2tuH1uYknwoSCPnY9ewwEgY2bVrDuiiU8+sheuhY1IUki+VyJ0dEUw4NTrFrbw9p1i6lWVQzDJJGM0LWohfXrl/HYo/twzcV3sGF6OovP66JUrHc4d7vr4zj27TmJYZj1Oi53vSv65ESG5vVJNE2nWKgQDgdYtqKLfXtOsHRZJ23tDZw6NYooCFiWTWdXMy63gmVZ7Hz6MO3tjQiCQGNTjEQywuGD/Xz499/J6ZOj7Nt7gtGRaRZ1N6MoMkuWtKOqOpFIgO6eVnY9exTFpRCNBvH5PE5rJAeHV8ARqV9hPG1tBFcup3z8BKf/9JO4m5sWZmhFr78GX2/Pa4pJ6ZqBIAooLhmhKjAyMk1LS4LGpjiFfLneDdyy2XzNajLpPLueOYoNDA1MMDWVoXdxG729bfh9HiYnZ6lUa/Xx8C0J3G4FwzDx1jRmZvNMTMygqjqZdJ72jkZqNY18vt4MVpIkZmfzKLI0N9LjjNEl2SJLl3fAXEp7PfNPYc+u40xPZ/B43ciKREtrAq2mY9kWpmmRnslz8uQwYyPTLF+xCE3VOXjgNP2nx5Bkiccf3c/MdBaXS2Hl6m50zWB2NkdDY4xA0IskSaTTeVRVJxwJ1EfK64bj7nNweAUckfoVRvJ58fX0kLhpO/m9+xAEAXdTE572NkJr17xo4siLMlcnZVkWxUIFQzcJR+qdHnK5Epqq10emV+rxJMu2mZ7OUilXqdU0qpUas7N5ZFnC43ZRq2lomsHsTI7R0RQerxuvx0WlopLPl7Btm0ymSK2qoqo6kiTi8bgpFiooioRhWpimyexMlubmBLIioVY18oUylmmiyHXBqFVVJFFkdjbHyMgUmqozOT6DZVnEYiF8Pk+9v2FNI5XKMDExi6rVXXmZdJ6x0WnGxmYIBLw88/QRLMsiHg8RCvsp5MtUKiqGbixMFq7VNKLRIJpmoKn6XGd2R6QcHF4OR6R+hRFEEU9LM66GJL4lvWipGVzJBK6GBlyx6Kt/obkptopSH4kuigKJRBhBEJiZyVEslAGQZZlyuUp/X73QuFyu1IVCkognwpiGydRUPZFiPm5TLtVIz+ZxKfWO6unZPDb1eI7HU0+cyOVK9C5up1Ao16frYqPIEoV8mcbGGKKoYJgmpWKFcNhfH3yYL6EoCl6fm/RsAVEQ8Hhc6LrJzHSObLpAS1sSSawXCVerKh63gt/nIZctUa2qaJpBJBIAAVJTafz+es/BUrFCTdPxet3kskVKpSpen4dQyE9jU5yJ8ZmF9pBO7z4Hh5fHESkHRFkmsGQJLFnymvetT/SF6VSGJUs78Pnc1Gpa/XVFkWDIhzjn0ppPEph3cQmCcJa7y7btuYu2sJCgUH+uniDhD3hpbokvvPY8lmXh8dSLdQ3dwLLq79PW3rggAtFoiK6u5nrKuWnS1t6A4lKQJJFgyE/XouaF95tfZz37DkKCj4bGKMtXdAFgzI0OEV9k/Qv7z40Qmf/tmcfa3dNCMOijUq6RSRfm3lvgucEhDg4O8zgi5fAL4Q/4WLKsk57eNk6fHFmoUzpvvMrrdl0Y6v8WEM7Y7eVeYG6s/KuNC/2CGnLm7plMfRhjOOzn6mvWIEkitu1YVQ4Oz8cRKYdzQtP0uViLQlNzjD/4w3djLYwwOY9vdJkbF5IkEo2FEEWBalXDMI2LvSQHh0uKy06k/vzP/5z3vec3WL9+/cVeymXDF77wBZ48vf+s5wqFAuVyGZ/PhyiKNDa+hhiWw1lYloWqqhQKBWrV2sVejoPDJcVlJ1Lf/NF3aOlqxw44IxDOF9/40XeYtUokFrcvPHeo/zi5cgGvz4skyWfFiBxeC/U4nKEb5AsFRqcnLvaCHBwuKQT7l7DkvVAoEA6HufLuW5Fcjhg5ODg4/LJhajr7/v1+8vk8odBLj6xxbn8dHBwcHC5ZHJFycHBwcLhkcUTKwcHBweGSxREpBwcHB4dLFkekHBwcHBwuWRyRcnBwcHC4ZHFEysHBwcHhksURKQcHBweHSxZHpBwcHBwcLlkckXJwcHBwuGS57Hr3zSMIAsJLtuO2sXluvtEL94P5Vt6WMz7BwcHB4aJxWYrUtiuv5qYN13Ht6g1nPW9jY1gmpXKZY8N9/HTnDo4P9zGTSy9sc88dd3P1qqtoSzZTrJT47f/zx0ykp50Jqg4ODg4XgctSpERBRJFk3C7XWc/bto0b8Cgu1ntX09PSzo69T/Pg7ifonxgBQJYkXIoLt8uFqrte/UA8BwcHB4fzzmUpUmdi2zYHTh/jxEg/5VqFoNfPusUrWdzWRdDr56plq8kUcwsi5eDg4OBw6XDZixTAgb5j/Piph5jKzJAIxyhWy/S0diKLIl1NbaxbvJJvPXrfi8ao5okGw0QCIQI+/3NP2vVZQLppUFVrTGfTaLqOjY1bcZGMxIgGIyBAKjNDtlhAN/SF3VsSjYT9QWRJwjBNTo4MYNkWsiThdXuJBsP4PV4kUcK2bXRTp1KrMZNLo+rawutIokRrsv5aCAKZQo5sMU/YHyQSDGFZFtPZNNli/kKcXgcHB4cLxq+ESM1jmCYzuQw/fPIhfuOWO5AliZA/SEM0jiLJaGcIyPPZsuoqbtl4PVtWXrnwnGmaVNUa6UKW48N9fO2B7zGSGkfTdRpjCd5z09t4+3W3IAgC//dH9/KzZx9jfGYKqKdl/MYtd3L92o1Eg2HS+Sy/9mcfpqapxENRVnQt5rbNW1nds4ygN4Bm6MzmMhwbOsV/PvJj+ieG0Y36qPGQP8DvvOW93HDlFmRJ5kdPPcR9O3dwwxVbuGXjGyhWy/zbT7/NT55+5IKeXwcHB4fzza+USM1zvuJMoiji9/rwe320N7ayYfla/vBLf8Gp0QGms2l+9POHeft1twCwtncFk5mZBZFqTjSyqKmNRDhKoVziwd1PoGoaKzoXc8cbbuXmDdejyM/9eRRZxt/USkdjC1uv2MLH/+kvOTp4ikKl9IJ1relZTmM0ycblawGoqrWXyXR0cHBwuHT5lRIpWZJoiCZ4x9bbkUQJgFypwFR65iw33Ivx+P6d7Dl+EI/bDdSFzq24WNy2iC2rruSm9dcRCYS4YslKitUyI1PjjE6Pc6j/BMs7e1navojR1DgPPPsYhmmycflaosEQgiBQrlV4eM9TgM2dW29j4/K12NiMTk/wxe98lanMDOFAiKuWruaubW/B43Zz141v4V9+/J8cHjjxgrWG/UFSmRn++B//N4NTY2i6Rr5UPO/n08HBweFC8yshUltWXUlzvIGqWsPv8bKkoxtRFLFtm/7xYXYdP8hLR6PqWLZFyB9gWWcvbclmAl4fLkUhHorSmmxCEAQkQSIZiRPw+rCxqWkqTx3eQ3dLOwGfn+ZEI90tnZwaHWBNz3JC/iDFSomR1Dij0xM0RBN0NLYQCYQQBZFwIMStm7ZSrlVwK26a40kUWUZAYGl7N9FgCPFFrMKJ2RTPHN3P/tNHyZeLLxtrc3BwcLiUuexFShAElnX0sKyjB9uuF/GapkGumCeVmWXX8YMc7Dv2sq8hCgKL27pZv2w1G5atZVFzO0FfAFmSXuA69Lk9C24607TYfeIgb73uZnxuL8lIjNXdSxlOjdHb2oXf42MqM8OJkQFK1TKLmtsJePwosgLULaIb11/7omuKBsN43Z4Fi/BMJtPTHOo/Tq5UOIcz5uDg4HDpcNmLlG3bqLqGpuuYlolpWZSrZU6ODPDg7ic4Ptx/VjHvi+FWXLz56u1svWIzIX8Q0zKp1GpYtlWvyZJlvG4PAJIkIQr1blOWbXFs8BQTM1OEfQES4RibV17BvlNHaE024Xa5mJidYu/JQwD4PF5E8bl9DcOkolZf9tgk6YUiVa5VmC3kzuV0OTg4OFxSXPYiBfDNh3/Ej596iLG5pIXXyuL2btobWwj5g2iGzpGBk3zma19kOpOmJdHIdWs38t/f8Vsvuq8NPLj7SQJeP8s6e1i/bC13bk3jUhQqapWByVH2nTwCQL5UwLRMAIrlMs8e38+f/stfv6K7bl4g57EsG8s0z+lYHRwcHC4lfiVE6hfFMk1s20YQhAXLrFpTiYYibFy+jls2vuFl93/i4LNctXQVPa2deN0e3rRlGy5ZYfeJQxwf7kM366nkAxOjpDKzNMWSBH1+tqy8its3b+PZY/uoaipel4emWIKNK9bhUdzcv+txBpwiZAcHh8sYR6ReBZPpaWbzWSq1Km6Xi6Xt3fzPu38PSRBJRuO0JBpfdv9CucSp0UEWtXSwpG3RguVzdOAkfWNDC9tphsYje59ClmWuXLIKn8fLXdvfzI3rr8G0TCRRwutyEw/HOD02iMflvpCH7eDg4HDRcUTqVZAvFznYd4yQP8DS9m7CgSCbV1xBqVqiUC4znZllUUv7S+5vWianxwbpbulgaXs3tm2TK+YZnBxlOnt2PGz/6SP4PB5M06SjsYWOxlZ627owLRNd16moNaazs5weG6RYKV/oQ3dwcHC4qFyWIlXVamQKOcZnp8CGQqWE8SpjNPlykensLKIoUK5WMEwDwzR5dP9OcqU85SuvYVFzOzY2I6kJRqbG0QydN169DYBsMX9Wy6J5BidHGZgYWYgvnRodZCKdolyrnLXd6PQkD+x6nL7xYbZesYXlHT0EffWOE8VKiensLHtPHubpI/sWsvdMyyJbzDMxO40kiWfFthwcHBx+mRHsX8IimkKhQDgc5sq7b0VyKRd7Oa+IIAi0JZu5cf21fPDN70YSRf78a3/PU0f2kM5nL/byHBwcHF53TE1n37/fTz6fJxQKveR2l6UldakgSxI3b3gDv/PW9xAJhBZqmoZT4zx5aJdTx+Tg4ODwCjgidYGRJWmhwLdQLjE4Oco3H/4hxUrZ6QTh4ODg8AqIr3WHJ554gje/+c20tLQgCAI/+MEPzvr9+973vvoI9jN+br311rO2yWQyvPe97yUUChGJRPjABz5AqfTCRqm/7FiWTd/4EP+14yf8xwPf55sP/4gf/vwhDvYdw5xLO3dwcHBweGlesyVVLpdZu3Yt73//+7njjjtedJtbb72Vr371qwuP3e6zU6Xf+973Mjk5yUMPPYSu6/zWb/0Wv/3bv8299977WpdzSWPZFseGTnNs6PTFXoqDg4PDLyWvWaRuu+02brvttpfdxu1209TU9KK/O378OPfffz+7d+9m/fr1APzd3/0dt99+O5/73OdoaWl5rUs6C8u0kGUJ8UV62jmcG4auYwOCeHafQtuyEAQRWXa8xucL0zSxLBNBPNvJYds2WDaKy3WRVnb5Yds2uq4jiMJ5G9/jcP65IFeXxx57jIaGBqLRKNu2beMzn/kM8XgcgJ07dxKJRBYECuDGG29EFEWeffZZ3v72t7/g9VRVRVXVhceFwksnHBz5zqP84xe/xK+/99fP4xH9anPNtdcwYeZpuWLJWc+P7DzKxp7VfP9737pIK7v8+Nxff47P/PVfsuJt1531fHEizdTTx5iZmXFmg50nTpw8wZq1a7nyN29FkJ2b2kuV8y5St956K3fccQeLFi2iv7+fT3ziE9x2223s3LkTSZKYmpqioaHh7EXIMrFYjKmpF++t99nPfpZPfvKTr+r9f3rfT1m3YrVzd38e+fp/fJ1vPvZjfrL7sbOe/8QnPsFbrr7ROdfnkff/1vtZedU6Pv2tfzjr+U2bNvKHf/l/kSXZues/T/T29LJ39x7u+b+fXmhN5nDpcd6vLnfdddfCv1evXs2aNWvo6enhscceY/v27ef0mh//+Mf56Ec/uvC4UCjQ3v7iHR6WL19OLBY7p/dxeHEWL15M4/EXtn5qa2tj0aJFF2FFly8NDQ0sWbL4Bc8HAkFWrVp1EVZ0+eLxeFizZk3dje3Uvl+yvObsvtdKd3c3iUSCvr4+AJqampienj5rG8MwyGQyLxnHcrvdhEKhs34cHBwcHC5/LrhIjY2NkU6naW5uBmDLli3kcjn27t27sM2OHTuwLItNmzad9/e3bRvLsjAMA8MwMOc6mjs1ShcO27KwDANLVes/mo7tjA65YMx/xud/HBwuJ16zu69UKi1YRQCDg4McOHCAWCxGLBbjk5/8JHfeeSdNTU309/fzsY99jN7eXm655Rag7o679dZb+eAHP8g//uM/ous699xzD3fdddcvnNn3UkxMjNPX14+qqsTjcdatW/eiwwIdzg/azAzFw0fI796LIEl42loJrllNcNXKi720y5aJiQlUVSUUCpJMNrzyDg4OvyS8ZpHas2cPN9xww8Lj+VjR3XffzZe//GUOHTrEv//7v5PL5WhpaeHmm2/m05/+9Fm1Ut/4xje455572L59O6Iocuedd/LFL37xPBzO2VSrVe677yd8/vOfR5bl+tRcUaSrq4u//Mu/IhKJOGJ1AbBNC7NYIrfzWbT0LI1vfyuBFcsv9rIuS2zbxjAMPv7xj9PdvYitW2/ghhsckXK4fHjNIrV169aXdZU98MADr/gasVjsghfuqqrKxMQE//EfX+O6665j9erVhEIhCoUie/fuoVAoEAgEHJG6ACiRMIEVywmuXU3xyFFCa9fg6XjpUSYO546qqjz++GM89dRThEJBLKf7vcNlxmWbO1wulxkcHKC/v5/f+Z3fpa2tHb/fh2GY+HxeXC6Xk8p7gZB8PtwtzXg7OlAnp/C0t2P5/MzO5iiXq/ALnndRqHeWtwF7/j+iAAiAPfckIIowH6MR5n8/zxnbCWL9sWXXtxOE5za15rYT6tsJAmBZ2Da8uqimjc/rwe/34vN5fqHjfj66rpNOp7nvvp9QLBYWpkc7OFxOXLYilc1mOX78OMlkEo/Hy86dT1Ot1mhtbWX79u1EIhHnC30hsesJFPOk03lOnRphdGwKRZHhnApSbWwbdLWGyzYRZRfICjY2Vq0GAgiyAqKIbZlYhoHk9oBpYltWfT32c0IkSBKCKGHrWr2jhqJgm9Zckse8BAkIsoIggG2a2KaJKYrIioIovnLeka7ptLQ20N3dSvei1nM45pc4E7ZNoVDg6NEj7Nixg5aWFtxut5MQ5HDZcdmKVLVaZXR0lOPHT/Lbv/1BEolEfbJtpcK9936Dr3713wgGg46770IhMG/ygCDQ1z/KIzt2EQz66OhoOkeJAsO0+M9/+XeWnz5C55o1JK9/A1JjA0Of+XMsVSX6hq14F/dSnZpk6oc/ouej/4Pa6CjFI4cpnzixIESe9nbCGzbgaW1h8itfRY5Fib/t7eQPHyG3azeWWgPTxNu9iPiNNyJYMPuTn3B6cIDS1hu5Ztv1NDe9sHbs+efg6LEB+gfGKRRK512kDh06xBe/+EXe9KY3UywWCQaDGIbj7nO4vLhsRco0TWq1Gpqm8n/+z5e56qqr8HjcnDx5io9+9A/4zne+zVvf+jaSyeTFXuplizDvOgMkUSKRiHDzzZvp6W4759e0bejobODh//knhHIpNhQmaP/932Lo2B4mv/09gsUpkolVhG69kwMP/ojFTV6kRWvJe3SmRo4jKmBWajSsX0rsujWIbjfHtSzNW28ivr6X1ORJZiggeEVsw2Tpf78bJRIht2s3J3KjjPQ089HP/AEdnR14Pe5XXG84HGRkZPK8tzLaufNpHnzwAQqFAv/v//s/+PSnP+1YUQ6XJZetSFmWhSiKXH/99WzYsIHGxkZEUaS722Dbtm3s37+fG2+86VWJVKlUIpVKoao1PB4vHR0dSJJ0SbgLLcuiVqsxMjKCYeg0NTUTDAZf0Hn+oiCc4Q4T6v8REHC5lIVzZ1ar1MYmyO/eA6JIYOkSvF0dKNEotm1TPHiYSn8/tmHgamggvGE969Yspf+tbyH/0IMc2r2X+KOP0fLeuxA9HlzxGMFVK/H39BBY3Etx334a3/Immt9xB6E1qxEAU1MJrFyBVauR270X2zQJX7kOs1DEKpURbBtb14ls3kRgcS/ZRx5l8Imfc9zt5prf+SBdXR34A36kV+Huk2UFQTi/5YgzMzM88sgjTE1N8Vu/9X6i0SiCAKIovioX5Dy6rlMoFBgfH8fr9dDY2EQgEHhNr3EhUVWVVCpFqVRCliXa2trxer2XxPfO4fXjshUpURRwuVx0dnYSjUZRlPqYeZ/PR09PDzt27MAw9Jd9DdM0GR4e5vHHH2NoaIhKpYLf72f16tVs3XoD4XD4ovatK5VKDA0Nsn//fo4cOYJhGHR0dLBy5UpWrly1UEB9obFNk8rgEKKi4EomkHy+hd+dfUGxse3n4lRGsUilf5CZBx6ksG8/IFBevpTIpk1Er92COpVi6ns/oDowiGUYuBuSGIUCyVtuYs0brmX/1CQDTz7Jovt+xrJ7PkR49ap6zKhYonjoCCgKheMncbV34Glvw7RtRFFE8Hgx8gVqwyOUjx5DcrmQfX5wKQTXrkX0ejFKJWLbbqA6Ns74/gOMz6bR165jw7at+P0+JFGkVlOp1TS8Pg8u5eyeerZtU1N1ZqZHqFSK2Jy/Lim7dj3LgQMHMAyDYDDIwYMHmJmZoVqtMDw8xPDwMJ2dnS/7GqlUir6+0+zZs5ehoUG8Xi+LFy9h1aqVrFixEr/ff97W+1qxLIt0epbHHnuMU6dOkcvlUBSFJUuWsG3bdhobGy+NmzCH14XLVqRkWSEQCKBp2lnPC3OZYZIk8nLBe8uyqFQqPPjgg3zhC3/L+PgYqqri8XhYtmw50WiMq666klAofFHu7GzbZmhokPvuu4+vf/0/OH36NJZlkUgk2bbtBt75zl/j9ttvR5YvfENSS9fJPrUTOeAnsnlTXaTsunghvISjy7apjU+SeeLnjH31a5jFIgClI0fRZtK4mhrJ79rN5H99C7NSBctCdLupjowSvvIK1q5aSnbqOnZNpTj0+JNE1qxCF0Rq2RzV2VnKU1PkZ6ap5fIMf+e7SMEgoktBdim4PF7cXi9WJos+No7gUsgNDhFYspjAujUEVi7HLJbwL1/G6Jf/icGTp8gnEnS9+U0sX9INgGlazMykGR2bZPHiRSTi0fnDwrJMarUqMzOj9J16CosYHR3nr1B9586dzMzM4Ha7OXbsKMeOHWFoaAhZlnG53DQ3N7+sSGmaxoEDB/jRj37A9773PdLpNJIk0dPTy2233cbdd7+PlSvrhdev92fbtm00TWP37t38zd/8DadOnZyzpGRaW9uQJImbbrqZhoaGS8bic7iwXLYi5ff7aWpq4vHHH8cwjAV/fbVa48CBAzQ2NuJyKS+5f7Va5fTp0/zZn/0vMpkMoigiSRKqqrFr127+8i8/y//+33/FmjVrLkryha7r/Nd//Rff/vZ3OHXqJB6PG1EUmZlJ8eMf/5ipqRTr16+/YF08zsQ2TIoHDiLIMv7Fvbibm7FNEz2TQZDlF005t22bwt69zDzwIGaphDjnxjFKJQr79zP+7zKlo8ewdQPR5UIQRWzLIr9nL5knniRx6y2sv24LiiLzb/v20fc//4QJQyet6+RMg6JtUZUkVAHMkT5sq/73lwGPIBCQXIQUFxHFRaNboe0v/4rWcJjGhgaS7e3Ely5BO36C4QceZDjZQPKmG3nru54b8lkqV3ny50/z0/vu4yMf+T3isQhQz3gv5AscPryLwVNfYOjELuLNb8K2N5y387106dKF9PPh4WEEoW5Vi6JINpslk8m+7P5DQ0N885v38t3vfodarbbgZTh+/ASVShVVrfG3f/vFi3LzZZom6XSa/+//+18cPHgIQQBJkjBNi9On+/jUpz5Fc3MzW7ZcfVGtPYfXj8tWpBobG9myZQuf+9zn+NznPsfWrVsRBIE9e3bz3e9+h69//RtEItGX3D+TyfD000+TSs3g8bgXrrOiKOB2K+zZs4f+/n46OzsvStf14eFhDh8+zNjYKG73c4PwFMVFtVpjYGCQZ599hre97e0X/GIjKjLRa65m6At/jxKNUj7dj57JkPruD+j6f38fJRqFmfJZ+xiFAtXRMWrjEwjKczcLgqKgzaaZfeChuiX2vLtlQRDJ7dlH9Lpriba3seqqtdz0iY/zP/7H79PW3kRDYyMdiTjxWJxQKIzP663fRAh161hVNQb6j3Pi+M+ZyKcZ0qsUSxVqZRMpP0tgaIDk7t0sUhSudLuZiUS5+t13sf6tb8bnfm6d/f3jpKeH8bpG2bv7EdatW4Nh2Bw98nOOHPgBxdTPyD5dZOwZFc9NNojnL6nh3e9+zwv6T/7+7/93otEo1113PTfddNPL7v/MMzvp6+unWq0txAdt20ZRJNLpGZ555hlmZqZJJhted6EqlYocP36MI0eOIEniwvuLooDX62ZoaJCDBw/S0dHJkiVLXuHVHC4HLluRcrvddHZ28ad/+r/4wQ++z969e9F1DVmW+eAHf5urrrrqZe/ELMtC1+uuwnkXIbBQMGmaJoZhXLSGnvVmuQa2bSEIL5wsalkWmvbyMbfzhaAoxN5wHbXxCWqjI6QffgRBUWh9328Q37YVORIGxs7axzZMbN0A0zxr7YIg1ItlLavuKnyRi6RVq81NBRYIh0LcsPVaPv6JT9LQEMfr9eL3+YjHozQ0ROsxqPnXsG0s22ZmZoId9xeYmTqEZelUajblskWpZFEqWOTzJsdnNfbOVHjf3XezeMtGWpqSCxfzQqGMrhsEgwrJuMnJYz9maOidRCIxquXT5MaeYfKJIp5+CUUTEc9zZt+ZcVBVVXn22Wc4cOAALpeLSCTChg3rSSReOiFI0zTMuYa/8+dm/jNUb7NkLvz+9cay6tNy5xOfzlzjfCNdXdcv2vocXn8uW5ESRRG/38/WrVsRRZHx8XFM0yQej3HVVesJhyMv69P2er20tbXhcikLd6wLGWmmudBQ1+v1vi7H83zq7x/H5/NRKBQWLly2bSNJEsFggNbW81eX87IIAko8Ruy6qyn3NWJVa8jhEO7WFkSX+0WFRnQpiB4PosuFWS6/yIu+ODYgB4MIcy5WRZFJJmOsWL4SQRDJ50pMp8oUCgalkkZnRzMNDRG83nq3B9u2iUbC9B/rQmYEXUtjmiKGYaPpUNMsShWLTM4glTJYunEFyeYG3GeMbc9mC7hcLnw+L6JoI9pDPPHYd1m24noymRmMWgk1ZeOriYj2hZ2jKwgCXq+PO+6ouyJXrlyJorz8iPmWllbC4RCiKJ712bYsC7fbTTKZJBAIXhR3n9vtpqGhkXA4THEuTgksWI4+n5/GxkZnXM+vEJetSEHdl93W1sbNN9/M8ePHEUWRzs4O2ts7XnIf0zRRVRXLsmhtbaWlpZlUKgVwlntl2bJlhEIhTNOkUqksiNWF/GLPf1HL5TIul4uOjg6amprJ5wsLa7Msi1AoRFtbK42NjRSLRXw+30Jz3Qu2trm4nxKJILX6cTc3UukboLBvf737uWlyZqKK6PGgRCPIkTBaOo1w5tpe7BwutDoCT3sb4pxo1JNgJBRFIZ8vcer0MBOTs8iyRHNTnEqlhigKNDTEFtyibrePQLAVlzuCVptGkSVcikAoKCBKEgJgGC7yRZOOVh9ez9lfk1yuhCRKiJKIruuEAlUO7/8ONdVAYgTTAMEQkKW59krP78h0nqhWq0xPT5PJZLjllluJx+MEg0F8Z2RXPnf66o1oK5UKLS0ttLS0EA6HKZWKCxYUQDQaZenSJQufM++8u/QCY9s2qqqi6zrhcIjFixdz4MCBszwVlmXR2dlJQ0MjsixTKpXw+Xwv6klwuHy4rEVqnp/97Kd87WtfQ1EU3vSmN/HhD9/zgm3mBSCfzzM0NEQ2m8W2bbZt2863v/1tdF1b+CJ4PF5uvPEmUqkpqtUqkUiE5cuXL7SluRBfGNu2FwTx4MGDqGqNrq4u1q5dy8DAwEJqt23bdHZ2ctVV65mammJ4eHhhWrHH47kwQmXZaDOz9H3yz6mOjOJuaSawfBmzDz2M6PGw7JP/CwvvgvUDILpceNpb8XV3UT55qp5gMd+y6MWOf+7/kttD6Ip1SH7fwvHWM8J0BEFgZibLyMgUzU1x/H4vp0+PLKSHt7U1zokahKNd+HwNFHMnEeZa/OmGjWDWG2WIIoSDJsVcP6q6BnhuIGe1qqKqJfLZKXQtjyfkpkEZ5vDef8IfEAlZJpIoLaz7QpXYDg8P861v/Rf/+q9f4Xd/93e56667XtTCqLt+NdLpNEeOHMHn89Ld3cOKFSt4+umn59pU1SfVLlrUzfr1G9i582nC4QhLliwhHA5fsLrAeXGsVOrp89PT06iqxq233sapU6colUpnbX/jjTeiqjWOHTuGx+NhxYoVBINB4PXPRHR4ffiVEKkdO3Zw9OhRLMsiGAy+pEgdOHCAj3/84xw4cIB8PofH42bRom4kScQ0xQUB8vl8fOUr/8r4+Di1Wo1IJMK2bdv5u7/7+4Uv9PmmXC6za9ez/M3f/DWPPPIItm3T3NyMLMv4fF7Kcy4zl8tFKjXN9773Pf72bz+PrussWbKU973vfdx55510dZ3/ce+2ZVIbGaEyOIRZKmEUCpSPn0AQRfR0htrgIEakGaSzBTK4ahXa9Czpx55EeKVuCZaFICsE16wivG4toq9uuWqawfR0FpeikExEMAyTUqlCItnLoUOnaWtrwO12vaC5azDcitefQBDFhZ6yc2+DfcbjXKYPTc2fte9UKsvDD3wZtbyH5oY8laoblyKRjNdQXAJCUUSbyyZUBAHpAplSU1OTPPLIw4yMjHD//T9j+/ZtLFr0wr/v2Ngojz32GH/xF3/B4ODAnEutnsI9n+E67+o7deoUn/70pxgeHkZRXGzbdgPvfvd7uOOOO/B4Loxre2pqkj/+4z/mySefYGJiAkmS6O3tRRBEZFleiD/5fD4ee+xRvv71/1iw8tauXcs//dM/09nZ6dROXaZctoUGtm1TrVZ58MEHqNWqCEK904GmqfzgB9+nVqstuBLma6L+9//+LHv27KZQyCOKApqm0dd3+gW1VqVSkaGhIVRVRRAE8vk8991Xt9ay2ZdP/z1XnnrqKb7xjXt57LEngHqW2/T0NJOTk1QqlYXtLMsik0kzMjK8EHw+fbqPb33rW/znf35zYTLx+USQJLyLuvC0NiO63HXTYS7eocTjeLoXIcdicy6/53A1NhBcu5rYtddgqupLWxxz61UiIVre/S5Ej3tBRWo1laGhcVas6CISDbFp0ypuunETy5Z28nv33MVb33IDPT3tLxApUfQiyx7kOeGcX5plnblMgWolRa1WwTCeW108Hua669/EkuVbKZYDgI1hGsykbfIFAdOsC5NbEOaSJs6vQJmmyb59+9i/fz+iKCLLdVfurl27OXTo0FlJBbVajYcffpgvf/nLDA4OIkkShmEwNTXFxMTEwnaCIFAul5mZmWZiYgJZlrEsk8cee4LvfOe7PPTQQ+f1GObRdZ1/+Icv8fDDjzA1lVqIjQ0MDFAul85y92maRn9//8LnvVqtsnv3Hj7/+b9mZmbGaQt1mXLZilS1WqGvr48vfOEL7N27l0qlTKlU4vDhw/z93/89hw8fplqtAvVMudnZWfbv30e1Wjnrwz5fY2VZ1lljus+8ENi2TalU5JlnnqZcLp/3L4tpmgwM9HPs2BGq1cqcD56Fdcy7vOZ/TNM8K3vLskxGR0c4duwY+Xz+Fd7tHBAE5EiE+LYbcDU2MO/gsk2T+A1vwN3Rgej1ntUVHUCUZTzNzSTfeCtyMEi9I8ULz51lGCiRCMG1a4hs2gBzrqdaTaVUqmBaFsGgn0g4wJrVi7n22nWsWtVLa2uSrq5mIpEgiiIvuAUNw6JWM9D0erdzATBN+wxrysa0AER0PYeqFtH0525UfD4Xy1ZcweIlm/EHu1FVlVI1SmfP7TS3XoFL8SBY8693/h1+IyMjfPe73+W//uu/6O/vR5Ik+vv7uPfeb/DDH/6Q0dGRhW0zmTQDA/309/eddW7nPyPP/2ybprkgDIIgUK3WR94cOnTovB4DzJcEqDzzzDMUCjnMuUxPQRBe8L2b/7dhGAtrA9A0ld27d5PJpNH11yeb1eH15bJ192mazuzsDI8//hi2bROJRLFti+npaUZGxpicnGTx4sVA/Qubz+eZnZ0F6jUZ88FkQRAWCnnn4znzFtTZaekwOjq6kLZ+PrFtm0wmzezsLKJ4dsrwPB6PZyE4Pv/Fnv+9JImUy2VmZ9OUy2Wi0ZeuDzsXBEFA8niI37CVysAgRqGAkS/gbmwkcfONuJubIDv8XPLDGcjhEJGNGwiuXknhwCFsw1iwkmy7PstJkGW8XR3ErrsWzxkZi6qqUSpV0HWDwcFJZFlEViSamxPEYxEURcbrdS+IumGYzM7m8Pl8zM5mKBVLC3+7hXCYUB8hZVkgiQK2WUCtFdHUGj5v3Z3k87nx+YJEok34/DGm8zatnZtZueZNlPLPMjzTj23XZ05ZnP+YVDab5eDBg+zfvx+320VzcxPp9Cyp1DRtbW1kszm6uurbFgpFstnsQv+7+b/X/P/rllg9ZqdpGtZcav8Zf10KhQKTk5Pn+Sie6y4xPj4+Z/ULZ60NQJkbiWLb9ouKkCgKTE1NUSqVMQwDl+vlMxsdfvm4bEVKlmUCgcBCx4Wenh5M02JycoJMJkskcnbfvZeyfupprz5CoRBerxfLqrcjmr+7e/6X6kJ4HOprE14gTPPvP5/pZ5ommUyGcrm8IKRnHlv9Ynzh6rrCG66iOjqGWa6Q27Wb+E3bSWzbiujxAMMvuo/ocuFubqLl3XdRGRhCn0tYWThKy8LV2Eh44waSt91yVmKFaVqoqk6xWOZ7399BLBoiGguxaFErXZ0t6LqOYRjIsoQgiOi6walTI8TjMfr6TpOfTeE+o8i2fr7sudZGYFkitlWmVs1QqxYhEgYgEgmRzZYpl3KIgoqqR7nx1t+jubmVY4f7GbBMdBsM7AuSNOH3+0kmE7S2thIIBFi6dAknTpygVCqRSCTOqv8787NzpgDZNsiyRCgUIhQKoSgKk5OTlEqll/guXJikhBdLNJp/f1mWSSaT+Hw+dN0glZqiVqvVV7NwHMLC383h8uSyFSm/38+6dVfwgx/8iGKxyDe+8XWCwQA33XQz4XCEdevWLVhG8xf53t5eDh8+imWZCxlPtZrG1VevIRwOEY1G8Xp9fP/7OWZnZ84qFDVNm02bNhEInP9WLbIs093dTW/vYk6f7l8QV9M08Pl8tLW1sX37jaRSKWZnZ+nr62NgYBDv3J2/phk0N7fQ09NLY2PTy73VL0zytptxJeP4ly6h43c/iOD2vOIkXlGWaXjLG8nv2cvswztQJyfrXSjmLKnGt7+FhttvQ0nEz9ovGg3h83nw+bxEoyFsyyaXK5LNFkhNZwAY6B9j6dJOkskosizR2dnEzx7YzZGDjxL299PZpqDrIMvCwgisM/M7DL1CqTBGuTQJ1EeMNCSjjI7OMDk1TaVisGrtu1mzZhXpdAZd0+oWrWWj2TaGDdZ5jkstWbKET37yU0xPTzM9neLv/u6LfO5zf0MiEaepqYmWlueszba2Nrq6ukgmk4yOji4kFxiGQTQaY/PmLaiqyooVK3j00R2cPHmSWq22kPxj2zYtLa2sXbv2vK1/HlEUCQQCXHHFlYyOjqPr1YXvpKZpdHR0sHbtWqLRGOVymVOnTrFv394Fy69uXRmsXLmSxsZGPJ7zO/nY4dLgso1JCYKALMssXbqUtWvX8u53v5s77riTK664ktWrV5919yaKIqFQiE9+8lOsWrUSt9tDpVJD0wy6ujq55557iMViZLNZYrEYf/RHf0QgEETXzbnWMi5uuOENfOhDHyYeT5z3VFhBENi2bTt3330369dfRa2mUq3WkCSF9es38Lu/+yFM02RycoJ3vOMdvPnNbyGZTFKp1KhUarS2tvCud72L973vfRfcHSJ6PEQ2baTrI/egxKKv+tosCAJt77+byOaNyKEQlmFiqSrx7dtI3nwT/mVLXnBeBUHA7XbR0dFIMOBD1XQy2QKHD/fxH1+/jx/+sO7qnb/wybJEe3sTLY3Q2pQj5K+AJSLOpaXXX3Pe3VufNKIbFvnsaQq5UwtWsiSJJOIhqjWZE6dtNl/zFkRRqmcGzsdPbLhQ1UWCINDa2sqqVavYuHETH/rQf2PDhg2sWrWapqbms86T3+/n1ltv40Mf+m80NDRQq6lUKjXi8QTXXXctH/jABxgYGMDr9fL2t9/BLbfciiCIVKsqmqaxYcMG3vGOd/DWt771ghyLy+XiYx/7GNdcczWRSIRqtYaqaoRCYT7ykT+gq2sR+Xwey7L4xCf+Jy0trViWTaVSA0RWrlzOJz7xJy84bofLh8vWkoLnCj1FUWTFipUIgoDf73/BeI357TZu3Mif/un/4vjxY6RS08iyzPr1V7F06bK5IPUA8XiC97///ciyzODgIJZl09DQwKZNG2lra7tgozui0SjXXnstwWCIp576OYVCkdbWFlauXElbWxs/+cmPGRwcJB6Pc+edd7BixXKOHDmKLEusWbOGtWvX0tPTc8G/yIIgILhcC8W2r3InANwtzcTecB1GvkD6kUdxxeM03vl2PJ3tiMqLNwOe72hfKJb5+VMHkCWJ1tYkS5d0EY+HaWyMEQzWa6o0Tef4iVP0nfgWLmmaeSNvPiY17+qbj09ZFoiiRKU0RHrmGNPTU0iSRCY9hiyHWbp0JYIg09rafoar0J5LlbCp2TbmnBvqfJ/1+c+1JEls3ryFUCj0orVMoiiyaFEXb33r22hqamL//gOIokBvby89Pb0EAn4mJiY4deoU73nPe9i0aRNXXXUVIyOjJBJx1q9fz4oVK897HBOec9n19PTysY99jEOHDjE2NoauG6xYsZzt22/kS1/6e/r6ThMKhVi3bh2f+cyfc/z4carVKuFwmCuuuII1a9bg8XgckbpMuaxFCp5LMIhEIq+4XX3MxTaWLVtGLpdDFEWWLFnC0aNHmZ2dZWJigsHBAYLBEG95y1uYmppaSMro6uq6oGMxXC4Xzc0txGJx2tpaKRZLJJNJgsEgqVSKU6dOMT09w+zsLKtXr6a3dzGrVq1GliW6uhYRDocv+aCy5PEQWrsGdTJF6cQJAsuXEVq3Zi7z76Wp9/Dz41JkWlqSrFi+iN7eDiKRIC6XjG1DPl9gbHSQ/Xvuw1AP4PdWcCl1KwqBBXGZ/+vZdj0VXXFLGHqO2dQxjh1+ALfbJjV5mkSyh1Cwjc2bryEyF6t6zoqyMWybeu7ghUMQBBRFoaGh4WW3CwSC9Pb2kkwmWbp0GaIo0NzcjGlaPP30UxSL9aauILB69Ro6OzuZmJgkGo3S2dmJ3++/YN1K5m8cr776GhYtWsTs7Cy6btDd3b0w9HBkZIREIkmpVOLWW29l1apVaJqG3+9n0aJFC10nHC5PLnuReq0Eg0GWLl0KPBfA3bdvL9lsjmq1ytjYGP39fVx11Xra2tpf17WJoojX62XNmufiA5OTk5w8eZJUKoVlwbFjx1ixYiU9Pb00NV3Y+NOFwNvVSWTzBmojI0S2bMKViL+kFVVPS67HJdram1i/fgVLlnTS1dmMZdkoikytplEqlenvP8me3Q8xfOo/WNKjYpoilv1cEoGq2XPuOqH+moaNKAr4vBK2rTMzc4KR0X/G761QKEwQiXaydOWdrNvwgbP6Atq2jW3ZmDZIAojnfXD8uSHLMvF4nHi8HtezbZvjx4+ze/duXC43o6OjjIyMcMUVV9DTU7eyXk/cbjddXYvOKjZ/8MEHmZiYpFAo4XJ52Lt3D+9+93te1TRth8sHR6RegXr6d4be3h6SyQR+f4D+/n6uuOLKizJH6vkUi0Wmp6e5+uprEcV6BlepVHzlHS9RBFEkuGolvu5FyH4/yPILGvzOY5oWxWKZvr5RSuUqo6PTtLQ0IQgSigKVqsnOZw6w4+EfMdj3BLZ+jK5OF6f7BQzzufiTLEM2Z6GqNi5XvSVSpWKjKAI+r5uAT8QyymQzWSouEUmWsYxRCtn9TI4dIha7AWDBigJQEBABC5uL0yf/5ZmvUarVarzhDddjWfXeeTMzM69fY+JXYHR0lI6ODlwuBY/Hs5Cq7vCrhSNSr4AgCPzRH/3xWbVHsixf1LHxZ9Lb20tXVxcf+MAHABbqXn6ZERQFOVx3oc3OlsjlcgQCHpqbz76DnpqaZXxiBtOwOX58lCNHT5GaOs7BfRKNCZv0zFGOHN5HpZKnMWogKy50vS5089c607KxLAGPG1zKnGUFBIMCogC5oonsEvAHJDrcHgzDxusVETARBAWE56w8y7bArn9OdNumas8L1AXqMPsLIIoia9as4fOf/9uFC78sy5fEjdc8v/mbv8l73vOehVo2UZQueZe1w/nnl/tqdoGZv3O/lHuC1fuvuX5pv7y2DaZlMTk+QiE/jGkUsSwVwzBRq0XGRo/iD2+kZ/GVLxApVTWYnJzhxPEj7H72p8QiWfozFY4f1hAFG8uqsGqZQDwqkslKDI0aWKZNOCyxqNOFxyNQLFocOV6vvWlIyCQTMj6vSKlscehklanTJh0Jm4Y2mUCbiNdTz6goViMk5UU0NJ4xeM+ez5q3ERBwIy5YVJca88lCl5IoPR9FURamBjv86uKIlMNFwzBMisUsgwMHOX3iScqlMUQqgI5pWkhiGVWFhpYtBAIBYD4OBVNT4+zdt5dnn32GYvYIAc8JWhssRserlFWdUFBkcFjnytVhfD6JdNaiWLLo6XKRzhq4FAGvW6RSsTAMiEUlaqqNKILfL1KuWpgadORkMhmTsSkdZUqgNSmTSAgcPl5mMjOOP3KCzZtD+HzuhZgU1NPPfaKAIgj15AwHB4dzwhEph4uCYZgU8lkGBg7x+I6vMdj3KAIqLpeNLAtIokgi7qa96ya6uurxQNO0qFYrjI1N0Xd6F089+Qh79+6krXGGNStcNCQViiUZ2xZobZEZHLaY711hmjaGYdHYIDGZ0jFMG3PuRxQgFBSZTdctLUGw0XSbYE1ike7mydkyJ6dV5AJMRWS2bPSy50AG5fhuJDlER3uIltbeBZcwNsgIuIRL04pycPhlwhEph9cd2653hji4/2l2P/t99u/5Nj5/Ky53HFNTcOEiFAzhj61mzYb/h4amNhRFplwuc2D/Pv7qr/6a9qajGHqBtkYTQZCxLJF8wcYwbXJ5g/7B+tgMy7TQdRAEG0mCHU8WaUoqWKaFOVd8my8a7Duks7THhcsFum6hqzYNxxR261WG/Boty2W2bfZz73fzhEMSomBRqwyQnsqw64ljLFn7J/h8CeqOPhsZgZptUZnrOnGpxaQcHH5ZcETK4XVDEAQkWWZkZIpjx4c4fKiP2YyLTVf/Du+66x58gQiiKCEKErKi4HbXm4uOT8xw7Mgj7N39IwZP3093WwXDkEjGXUTDcP+jJQ4crvGut4XI5jzMZv3IigzYPPREPeguSV4kCVwuyBXh57vqwiWKEAwGEEVI52xm8uA1bDoKOmHJ4mvZIpZtY04qnOzT+OBvRhkdqxCOtBGJr2TR4iUoyl7GTvw3suVNZLOTaLpAbc7t5xZEJEefHBzOGUekHF4XBOq91orFMqcmZ0mlMgRDrTQ1ddHR0cT4VJWe7jh+v2+hKNowbL773Z/Sd/I+KsVD2OYkiqKxuNtP/6COboDfJ7L9Wj8/31VhMqVj40NWogwMx1CU5xq8zuvEfHjozCJbQbARbLAQ8dgaHVaJNcYs/1nJctPtfpYscROPSvXegHmdp3b7WHPFjfj8rUymLJpb302++CR+13FCvhkqPg1TBGog2PVjd3TKweHccETK4XVhfv5VPl9CVXVqNRVZlvF4gyguP5FIiMmpNJIk4vG4mZmZ4dCBx3hsxw+w9JO45Swet0EsIpGaNolHJSZTBgNDGgGfyI1v8JPLmURCOqapMzgKuuGpq8Q8L9P+wabu+uuwqjQZVU6oFTI+k80bvRgGjE/qTM8YnBqoEE900dnZhm5EGBqeZmZWpJhvZ1lvlKDSj9l2GumGGdT9FsZwvdXSKzXZdXBweHGcuK7D64NQL76dnc3h93nQNINisUwmk2d2NktjQ5R8vsT4+BSnTh1n965HeeaprzM79TiKmEJRTAxTxOeVSM0YSFK9ximTM5nNGqxY4sHvF/G4NUKBEo2J+vTW+a7mkgiS9OI/olhvJhsXanQIJQJWgX1aGckPLU0KxZJF/5BG/5BG3z6NJc0iYX8eQShgGgblSpXRCZmyfgUomwglV9F9TSueNQJyAgTXhRnh4uDwq4AjUg6vCwICmmYwPDxJsiFKtVJleHiSY8cGOHVqGK/Pg8ft4dlnd/ON//hHvv/tTyOYe1m70kNXh5dgUMYwIV80URQYGtWJRiTecI2fZFymb1Aj4JdIZ3Wy+RJrV+bRjXqR6ssJxPyvLNtmrZ0jYGQZNUsMyTp+RWI2bVAqm3i8Aks63WzzRejRM+jpn1IpPIPLJZCIR5mammJsvMx0ZhFl43Zc0Tez/PYIiY0y7rgIlmNJOTicC467z+F1wabu7qtUDMbHZzEtmzVrFrO4t4PGpgTlqsajj36Lowd/SLnYTzgkUSwraJqF3y8hSwKVisXouEnAJ+D3S/h9Ei5FIJc3OXSsyBtvCnC6X6dUUfm1txUJB8vU1MArrs1AYJmdoVvPcogC+SUWn3lLI1/7zxyWBbsPVTmxT2ONy8OfJhpJ7zDJXDdLzxqFK65sIxLv5vEn9qDIIqdODVIq1XjXu27F71mP4Pt7bCnsxKQcHM4RR6QcXh9sG5dLoa2tgdOnT1EuV+jqWkPv4g6e3XWQf/nkJ0h2H6AhWsDX6mPZYg+lssWpfo1DR6tUqvWmr5pm09TtQtdsNM3C45a4epOP6Z8W8XgEtmzwUSgapKarXLEqx869Piz7xTPs7Ll1Ba0KN1tpflbMcsqqwgg89mSZrVf7QQDBgF7JxbsCERRRIOGS0fa5qaizFD1PoqoJNm5YSzIZolSqUMiXGB0ZZ2BgDN1ah6Q0OjEpB4dzxHH3ObxuyJJINOxiZupJVqxoIxj0MnXqJKkffpemgYN4xTKmZZIv2ExNm0RCEi6XQK1m43YJ9HS5WNrrIpc3AaipNsWShc8r0tYiEw5JYMNUymT/4Sq9nWVciobwEhkTtm3js3U22TkGK3kqCZN1W7y89dYQq1d46GxXeGZ3BdOG5g4ZKSJgW4AAMU3GPyJQ25NDLe/A7aqQSIRoak4QT4QxTZOR0WnyBQPDeGFzXAcHh1eHI1IOrxP1uV6KS0QSq7gUm8ypk4w//DCevXtoUEropk2+aJPOmmSyJpmcScAvEgpIhF0ScUmio90Fdj3ZwTRtKlWLQsGkvVmhUrFAAFESyGRNvJ4awUANWbZeEJeyAA8GDXaFdqPAvlqZ9uUyK1e56WpzYdtw4rTKngM1cgUT3WeTCulUqKe1ewURf17Gc9pCS/WDdRpdqxDw+2lpSRII+DAMg2q1hmlajkg5OJwjjrvP4XVFEGTautYzcOgE7oMHiJ06TmtNZWiVRCpfYzptoIj1mqoDh2usXumhswW0ERv7lECoSyQckjDMevshTbMZGtVZ2uvm0NEarc0Ky3rdFEsmuXyNpkSFas1LqSwjSc/VTdm2TYNVY7GZo6AX2W/UeMeWMLYFfQMa/YMaT+wso8hCvXNFA4Q7JBbJblpMBVsAvy7SmHXRd7SMcs0zjIy04vG2097WRDgcIB4Pk8+XnPESDg6/AI4l5fC6YNsWsizT3tXN4rY1tO18nMWnjhJWVR4ya8x26mSLJkGfiMcjMDKmMzltUFMt0CCakWkfdFMatNh9sMru/VUGhzXKFQvLqvfeO35a5Zk9FfJFk3e8JUy+aNPdWcbn1et99ebWYtoCCbPMUjNLi5nh+3oBl0tAVW1m0wa6brNlg4+uDhdvuS1IQ0JiKm1wbKbGyWQN07axsZFkAZ8lEtrrRq71g9GPKBQQBIlqVWXVyh5EASzTESkHh3PFsaQcXhcEUaRYLPGze7+F//v34srlGNYMCqJFJCGSbJAYnzFYvsRFMiajahZut8CxfpVoTiJWk2ioSYgnFVqbFBQZZFlAkQW8HgHbho1XejEN8LgEplI6ALFoFb+3hiS5AaXe/NVSud7OUtMyHIhU+ch/T/DYYyW8boGTKYOnd1XIF0zee2eEtas8CILArv0VxiYNDi6rsELyELdkFOqdLDpMF8f2qNhr9qJ7wlSrDQiCRFNjjJaW5EKHdAcHh9eOY0k5vC5oeo3ZiUF2/+d/UEjPUjFNvIJIU0AmsUxiOmdQU23Umo1p1fvtPbmzwuS0gZwWCVQlJEtgetygu12hISEjS1Cr1S2p/iENWYITfTX2H6nhdoucOK1Rq2l4PSpej4FtCRjYbLazGFqOvmqJA5kaBw5WicckYhEJAfB6BG641k86ZyKIAku6XXR3uOrxL8FiXNHR5lopCQi4ZAFfv4JbnUGwprCsAi6XG8VVn4Xk6JODw7njiNSrQFVV0ulZpqamSKfTz41kuASwbRtd15ienmZycpJyuYxhGBd7WS/ANDTUUobCcB+6aaLbNjXRRgvaSIvgdL+GABRLJvm8CTakcyYuBAIFEbsCKdHgmFHj+U3FBaFuVQlAuWJTU23CQQmXS0RTTXweDZ/XwLJsElaVLjPPmFGmFrfoXu6iISbT1qIwNKpTKFrEYzI9i1wcPlYjkzVJxGXaWxVcskBJtZj16qjiXDLG3NDdUE5GztcwStPo2iSyrNQnJDv5Eg4OvxCOu+9lsG2bUqnE0NAgw8PDlMsV/H4/K1asoLW1FUWpd+m+WOi6TrFYZGpqkuPHj6NpOl1dnbS2tpJMNuD1ei/a2l6AbSBaGgFxbgigBcWAiZ6wCMZEBp7UWLXMQ75oggAut0IkItLqUwiVJUpVi5OuGvuUKism3fg8IoYBoijgdgsEfCITkzqCAOGgSNAv0N4iU64YeDwafp9GZlpnmZDFUAtMemo0LZPZvMFPNCwykzZ56LESlYpNQ1LCsuDgkRrDV2usXuGhpVkhGpHI5y1yCZNaxcYy6oM5LGzChkxhqobhT4F/GMvahMcjIUvSXGbfpXFT4+Dwy4YjUi+Bbdtomsajj+7gz/7szxgYGKBWq+L1ernqqvV84QtfoLu7B4/Hc1HSi23bJpVKcf/9P+Of//n/cujQISzLorm5mTe96U285z2/zpYtW4BLo0ZHEgR8oohLVnAJIpIlkFwiUVsq0Dei0tKoIEswm7HIFywsG9raFFqGFMwKnJZq/NxfYjylU91vsXKZB8OwESVYvdzNd35cYN+hKrIMV6x2UyyrVCoqqRmVxkYPIUUhWtXYJKb469kZbv61AD2LFQqFGn/zD1lmZm0QJDxukeSMRLVmoygCJ/tUFne7aIhLdLQp7D1cJddsUhEtdGxcc6aUVwZpXEJJFBDax8hmc7S2xpAkCUF8qUotBweHV8IRqZegWq3S13ea3/u9e5icnEQURQRBoFar8eijj/Hxj/8xn/nMn7Ny5SokSXrd16frOl/5ylf4zne+zdGjx3C55PrspfFxvvnNbzIwMMhXvvJVGhsbX/e1vRyKICDrAuOrNZQOENxgF+E33hXmVL9Gd1d9O1W1KBdt/McljrlqHHVVmSgbzEybrFvmoa1FJhiQMAybQ8dUGpISV6x2M5NxYQkd5GtXE27QSLaC1ysgtNksb7PI2su41tToXSFTKRsMp2ps3GQzOztKW+Mkuq6TjMu87Y0hbr9RZf/hGqZZf432FoWdeyoULIuyYKILCh7qNVeI4MvIWEUV3Uyj61lsO4Zl2U5MysHhF8CJSb0E+XyO/fv3MzmZqg/imxMpQRCQZZH9+/czMjJCqVS6KOubnJzk+PFjjI2NoSjSGWuTKZcrDA4OcfDggUsodga6BbOqwWC3irxYYGhWZ/eeKtWazfSsSSwiIUkCxYpFNmfRkJJJ1QzGXDojqk5m1uSqtR42XuUlFJQ4eLTKTx+ut0P6Hx9O8tbbQjQ1yOSLCpOzjYhyBzfd8mv4Q2uYLibIyo30bHsL3T2bSedX4PZfy9XX3sF1115DQ1xi9XI3t28PcOMbAkiiwMYrvfi8Qr0mCwgF6zcjggKGBOaZY0AE8GgicsXEKJYol6collRKpRyGoToTpRwczhHHknoJNE0nm82i6zper3vBZWbbNqIoUiwWKZcr6Lp+UdZXrVYplUqoam1BQKHu2tN1g1qtSj6fvyhreylMBUrNJqEum8mCTrFi4ZJFQkGJiSmdthaF4TGNTMakOagQGJY47K4xUtHIVUy8boF1qzyEghL7DlXpH9SoVCzcLoFq1SIWlWhtFvDkffgDMVRVZ3q6jCh4cXtCFEsVsmWLUDDGWMHCMN0YusnuPbuYnk7hdgtUVciNaghCPSHj9IBGa7NCOCjicgEICBLYEtjzoaZ6iA2XJSJXBcxCjbzdD4NZcpkDxOMbEQTnftDB4VxwvjkvgSxL+Hw+RFHEtjnLIrEsC4/Hg9vtqmdwXQRcLhdutxtZls9am23b9fZDioLX67soa3sxBEFAcIPRZaP5bSqqhc8jkkxIyBJMTRsUSxaT0wb5aYtQUYIpgTGvxnheR9egpVmhp8tFsWSRyZmEghLdXW5U1ebxpyqATXuLi64OLz6fG1ESOd03giyLhEMBDM1gbHSKSCyEZVlMz0xx7NghHnzwAVKpaSzTYnrW5GSfxuCIxqNPlukfrBcMIwjM5z8IwpxdJJydvKcgYFcFqpkqpcIJJoZ/RjZ9BE3N4aT5OTicG44l9Txs28a2bQKBIKtWrSIY9KOqKsyNPwcwTZPOzi7a2toJBoNYlvW6ZPnNv79t27S2ttLZ2UksFmNsbBxFec7Sc7tdJJNJVq5cuXA8cHETKAQJJK+AKyJw8rTK298YolKxGRrV6OtX8XglRid0mhpkQpJE04DMjG2QEgxmCwaNCZl1qzx43AK791e5fXuQ7i43pZLJv3wjy+79Vf7gQ1Ha22TsSZOpmTSqatLWkiQai6BpJtWaTq2msXR5F/v2n+Dgvn1MjB+hXKrQ2eZHkUXiEfB7RcIhkXTaxOcTkSUBy6p3YIf6sF9x7gcA265LkAi5gsXUVAXRfwTRtMjlDFTVRBCcrhMODufCa7qyfvazn2XDhg0Eg0EaGhp429vexsmTJ8/aplar8eEPf5h4PE4gEODOO+8klUqdtc3IyAhvfOMb8fl8NDQ08Id/+IeXTG1PpVLh1KlTHD9+HNuGO+98B7KsnGWteL1e3vOe95DJpNm7dy+nT59+3dan6zoHDhxg3759rF27lmuvvQ5FURZ+b1kWS5cuZfv27WSzWXbtepZMJnPRz6+m22QyBoeO1GhulClXbOIxieu3+HnPOyJcucaNalmE0hLt4y6SUwrDjRojUwaKItLeqtDVoTA9a/KzR4qkZgxs2yYRl9l2rZ8P/maUwWGdB3ek2ftEP5HhPawpnsQefoLCxHcJendw9RVjBLP7OfDlzxMe2YW72M/0zBgIMh1tCh6vQGODzMplbrZs8PHxP0hy4/V+kgkJVbPJ5i0kGQJuAa8gItnCvLcPzYAjTVWGuzT0Zhu/S2bVch9XrvEQi8qY5kU9/Q4Ov7S8Jkvq8ccf58Mf/jAbNmzAMAw+8YlPcPPNN3Ps2DH8fj8Af/AHf8B9993Ht7/9bcLhMPfccw933HEHTz31FFC3Qt74xjfS1NTE008/zeTkJL/5m7+Joij8xV/8xfk/wleJZVmcPHmSz33urzh48BD5fA6Xy0U4HEaSJCzLXHCl+f1+vvWtb5HNZtB1g2g0ytatb+B//s8/JRAIXJBsv0qlwqFDh/jqV/+VRx99DMsyiUajqKqK1+uhWq0CoCgKmUyGBx98gG9961sYhs7Spct4xzvewS233EpLS8t5X9urQZYEwiGJNSs8RCMys2kDRYZMzuSpZyp0LJKJFmW6RtzEZ2Sqss2EpJHPm7Q2ybQ2KciSwP4jVQwdTvWrzKQNvB6RtSs9FMsWP3u0TP+ARrtq0pk9yGLJxY5Qma6VLhpWyJSmLXZ9q8Zq1Y+iqxwp5rBsi0BAZNUyD4WCxc5dFWqqzVtuDfLTh4vIkoAo1vv6TU0bhEIiIUnCa4m4LAEEG9W02d1cYSipEmmVaAjKHD2hMpvWGRi2CMQtZ5yUg8M58ppE6v777z/r8b/927/R0NDA3r17uf7668nn8/zrv/4r9957L9u2bQPgq1/9KsuXL+eZZ55h8+bNPPjggxw7doyHH36YxsZG1q1bx6c//Wn+6I/+iD/7sz/DVY9Ov67Ua6JUvvGNr/P440+QSqUwDB1JkggEApjm2VZIrVbj9OlTVCoVTNNkejpFoVBg8+ar2b59O+Fw+Lyv8dixY9x//8944IEHSaVS2LZFJpNBFMUXJG9ks1mKxSKlUr0Ddy6Xx+32oCgK73nPexcyAV9PRAEksf6eg8MaPV0u8gWLctWirFr4KiItAy6SORnZEpiWDPKWhabaxCISkXC9wLZSsXjr7SF6ulwMjGgMjeosW+Lm5GmVwWGdQsHEkgyoVEDU0aQStulBFCSwLYxyFUETsfUalqbjdousXemlpUlBEKAxKTM5bbDjyTI/f6bMm24JLUz/nZrW8QdEPDURjykg2lAVbU5HVWY7dHwRkWSjjN8j4vVqJBMypqlimbYTkXJwOEd+oUDKfPZYLBYDYO/evei6zo033riwzbJly+jo6GDnzp0A7Ny5k9WrV59Vv3PLLbdQKBQ4evToL7Kcc8Y0TQqFAvff/zMmJibQNA1BEOYu8DlM0zwrHqRpGoVCAdM0EQQBVVXp6+vj0Ud3UCqVznvat2VZnDhxnJ07dzIyMooggCiKVCoVSqXSWa48y7KoVqsUCgWgvl0ul2P//n3s3LmTWq16Xtf2ahGEujXl94l4PQKyDOWqRaVs0eSVaUopNKUUgqqELUJBMCmbFpZlEw5JeL0Cul4ffvimm4P0LHLRlJSJhiU0zeb4KZV83sSyBQS/l2pLE/n2VsSmdkpmC5lcC8VaK2JrB9mWZkqNjSjJIK1NMquXu3G7BVyKwJJeNyuXuUnNGOTyFo1JGUGATNZkNmMSjUoEqyJuQ0AXbGY8BhNtGjRAIikRj0iEQyKNSRm3W6Cm2vUUdkelHBzOiXNOnLAsi4985CNcc801rFq1CoCpqSlcLheRSOSsbRsbG5mamlrY5vkFpvOP57d5PqqqziUv1Jm/AJ8vdF0nlUoxMDAA2EhSPaV7Pt38xXh+2rcgwP79+xfcbucTy7IYGRlhcHAASXruPefdis8XxXlLaX59iiKTyaQZHh4im81elKw/G2EhttTZEWRoRKdQMvFZIj2Km869HqKKhCSALtiUJQvNrDeaDQZE3IqAqtn4vCIrl7o5cVrlyjVeZBnSGYu+QQ3TNHG7fQjNreSuux5/Q5JApciMYVEYl1EkF6FtJoNVg2w+R0PxKHHhOD2LXKQzBrIssGq5h6W9btIZi6FRnY42F4WiydikTrFk0dak0JhSUAyRtNugr0GF5RBEIhqScLsEFBlamxUOHa0wkzZQNRvRESkHh3PinEXqwx/+MEeOHOHnP//5+VzPi/LZz36WT37ykxfs9etNWo2XTC7weDwEgyE8HjemaTIxMfGCbQRBQNPUCzLgzrKsufWZL+qmk2VlLtZkk8lkqFarmM+L1FuWhWEYF62uyzBshsd1fvSDNG+6xaK1zUUwKxMblFky7iHgErGEetGvKdiokoUg1hvHer31wYOZaYPv31eguVFmato4q/FrvmhhWRbJZBuhxFIGKzFu2PZG9nzjZ2QHS7Q0J1m+fBFTtSEmUmlCwSaS7WkawmMs6rD5089Oc8M1fiSpfsNhmDZvviVANCyye3+F46dUvB6BZq9Mw6zMtGww0aKRW6LTGlB46pkKrc0Ktg2WDcm4RLFis3SxQiwi4oyUcnA4N87J3XfPPffwk5/8hEcffZS2traF55uamtA0jVwud9b2qVSKpqamhW2en+03/3h+m+fz8Y9/nHw+v/AzOjp6Lst+SdxuN+3t7XR399QvkmdcUapVlZUrV7F69Wo2bNjI1q03EIlEXtAJ3TRtNmzYuJBAcj5RFIVFixbR09ODYTwnPoZhoCgKra0tbN++nbVr17F69WqSySSa9pwYaZpOLBZn0aLui9YmSRAhHBS4fouHZLIDWQkT0t00aDJBWeT513BLgGq1nqgiS3Wr0AYCAZFFHS4KRYuZWYNSycIwLYrFGt3dPbz97W/jLW95E7IIP/nxY6xb00tXVwOmqTIyMko8FqClIULQ52V8wuTnz5SYnjH48080ki9YfOUbGf7mH2Y52VdjywYfw6M6Bw7XyBdN1q30Eh+TEUyB/gaV/qBKpQaJqEz3IhfJhIQoQi5vMJ7SWZX0oI9aaAWznrfu4ODwmnlNImXbNvfccw/f//732bFjB4sWLTrr91dddRWKovDII48sPHfy5ElGRkYWmp1u2bKFw4cPMz09vbDNQw89RCgUYsWKFS/6vm63m1AodNbP+UQURYLBIO9//wfo7OxElmVUVUPXTRoaGnjnO99JLBZD0zSSySR33fVu3G43um6gqhqSJLNmzWre8Y53EomEz3tSgiAIbNiwgdtvv53e3l40TUdVNURRZMmSJbztbW/H5XJRLBbYtm07V199DcFgEFXVUFWNaDTG1q1beeMb34jL5T6va3u1iIKExxujresmGtveRSjSjTvqRQjV50GddbyAZIMg2HN1XvXnwkGJN98cZPN6H9dt9nH1Rh/Ll7iwbFiypJf3vve9LFu2GtOSMAwTl6KweGkXfr8XTTewEdiyeQ0A2WyZdKaKptl0tbvo6XIhiqDIAq3NCm+4OoBhwCNPlknnTCJBiQaPTEfazWhUo9poEu+QWLzIhSRBLCxRKNYTQSRRIK7IBPaJhAoSiilgOyLl4HBOvCZ334c//GHuvfdefvjDHxIMBhdiSOFwGK/XSzgc5gMf+AAf/ehHicVihEIhfu/3fo8tW7awefNmAG6++WZWrFjBb/zGb/BXf/VXTE1N8Sd/8id8+MMfxu2+OBdQQRBwuVzcfPPNTE1Ncfz4MdLpDLIssXLlSjZt2sSePXuYmpqitbWVt73t7aRSKSYnJ7Esi1gsxubNm1m3bh0ez4UZj9HR0cH117+BTCbLzp1PU6upxOMx1q9fz8aNm/ja1/6NiYkJFi9eTHt7O7Is098/gCiKLF26hJtuuokrr7zyojTDBRBFBY83gc+3kVhiNeViP2J4BjtSQrfsuQ9iXdxFW8CNiNtVd5PpRv1XXq+I3y8iCHWLyjAgnTVJp00ikSgIEuXSFKVCCcucIZ83yA+fQs9PgpHH1FXGRvupVFIIlDCNMsWiyfCYXq+BkgQW97iJRuoDEPcfqnH0ZA3FJdASVmhWZfw1kdEeFXeDgC8i4vfWO5I0JhVm0iaSJBByibgmBdyTIoouIOIM6nBwOFdek0h9+ctfBmDr1q1nPf/Vr36V973vfQB8/vOfRxRF7rzzTlRV5ZZbbuEf/uEfFraVJImf/OQnfOhDH2LLli34/X7uvvtuPvWpT/1iR/ILIooiy5Yt46Mf/SinT58mlUohyxIbN24il8uRy+UYHBwgkYizefNmGhsb6Ovrw7ZtGhrqqfQul+uCpXb7/X7WrVtHb28vu3fvIpPJ0tnZSVtbG6qqcuzYMUZGRhBFiRtu2MbVV1/NoUOHkGWFtWvXkkwm8fkuXpskSXbj8cbx+3wEg14K+Rim14sVtVEFGwVx4UIuI+BHxO8RsUybWq1uaskyHDlR46ndFYZHNKZmDEqlepyuWq2x45EHWLHUQzAgUqsYTI/ZRE/vY1aWMcMClZLJvfc+TSKu0NQgMu3KcnJC49s/zBMOSTQkZVYu8xDwi0zPGvzwZwXyRZOlPW56Ai66Mm7KioXZYRGISYiCQL5gIgh1UfN4BdyChLcgou2vx9N0bEycFHQHh3PlNYnUq0mt9ng8fOlLX+JLX/rSS27T2dnJT3/609fy1q8biUSCRCIBPHe83/3udxkaGmZycoqDBw9y4sRxVq1azbJly1/XtUmSRDgc5sYbb1p4bnp6mmeffZYjR45gGBY7dz5NW1sbmzZtord38eu6vldCEsHrlfF4JMqVCILiQ49CyW0StOoWiSWAbEPYlIgFRGzbJps30dR6h4pc3uLT/2eajVd5KZYshuen6UZP0tbgojXho1y1eGRHhlUVD6Y/wmE5gt5msHzJLOgqgiEhmQpaRSeVUqlWJe54U4jWZoXjp2rkCxZXb/QxPKazao2b5T4Pi4tuOrMu9qwo446KjKd0NNVGlgVSMwYTUwarVrjxTYmIB0QissQsBpo9H7t0bCkHh3PB6d33Cti2zfR0it7ebmKxKIFAkOPHj7NixcqL5jo7k3w+x/j4GFu2XDPXGUEll8te7GW9KPUaLhXLMmlqWopa6adQHMRu1bCHFJg7nbIlENJEvDURr09kMqWTmjVoa1HYeIWX6VmDG98QYHBIQwSuv9rPmpUexiZ1nt1X4cQxlWjVyztiMf5TSDIhxkmKNWTZYHF3CdsWkGWJUEhg7WqBd745SFW1Sc0YNCRkli+WaWqQue5aHw26zPq0j5ayQsZrMODVaK/INCVlqjWbdMYgm7MJRUQywybaIPizAgWlbv1ptolp245GOTicI45IvQKCIHD33e+jXK4XzUqSTDKZvCQECqC1tY23v/0OrrvuegRBwOfzEY/HLvayXoJ6i6FaTUWSFDQjgSkm8fcOU+23cEv1KbeSIBBAIllRaGqQSWctxid1Vs/VMI1O6Bw9UWNkTEcQBVav9PDzZytMTescPakizQrcHAiwX/Azo8QwbDeGYZLNexkdn8W2JJb0uKjWLCoVi3yxPg3Y56k75XTDRtNtNi31EX9Mpr3swlZsUlEd0Qcet4jHLeLzgs8jcvh4je5uN/6dEoGchOwSyNgmomkiix4kyYUgXhqfFweHXzYckXoZ5uNLXV1dF3chL4PP58Pn851VCnApIgCSJOL1uHG5ZGxbQpKb0N3tWE2j5D0mDZZcH4UBuBBoVRWSYZlsTmN61mBq2qCzXSHglzhxWiNfMGlqUFBkgXLZRFIEEoKE15aIKF4eEcNoohvBFtF0mVzBg9ctYhng8Qi0tyr4fSKmWX+MAJYJpbLFwJBGY1gmIcq4rLplVIiacy2aRECoF+h6BfwBEbcmQAbMio0iQNSGQiRCW08noWSzM/TQweEcceZJObw+CAICArYNsizj97kIBFpxB7vRAj7yDTrm/BBBQEKgQ3PR4JdxyQLpjMnJPhXbhkLRpKZaeNwCoaBIuWKh6jYBj8hSn5tFbh9TgpcxKYKAiCiAqkkUil6aGtxEoxLxqExPp4ulvW6qNYt4VMI0bGqqReb/b+/Ow+MqzkT/f8/S+6Lu1r5bki1vsmXZYGG8BhuDIWCWIQxhApkQmCRwZ5KQ/PKEyTaZZ8JMMstzJ5Nl7r25IdwEhjBswWGz2WyDMbbxgi1LtiXZsvZd3Wr1ek79/mipbeGdyLaM6/M8/TxS9+nuqtOnz9un6q2qAYM9dTEipkDNhLhdENJNIj5BdiA1o3kiIYhEU0kdmQGNaJcgEU5dhQkBHqsd99x5zFp5LZmFJakRvpIknTN5JSVdEAoQjcWp299EpVFKUVEO+QWFOBwJmg58QM78PYRfteIyNCyjqwvmxy1MEVaaPQnaBhNs2TaC26myd3+UB78QAAWGgiaJhMkf1ocowcKnnB7sdg/rlABWzQYIVASJhEYobMfpcBEMDuLxqHT3GLz/wQjhiODT17oxzdR6UF3dSVo7EjQX6xTMsBCLCgYSSUyPwGlX+MPLIcpKrNisCrG4SVGJlb4mg2phI09XSFqt7M0vZOXD36S3N0RHWw+mnHJCkj4WGaSkC0KQmiGjfyDIe1v3UN5dRGamH6vVgtt7HSJwiPbCOEUdNiwxDVQFmwLTO+z0ZBvEVZMDjXF+89QgLpfC+o1hpk+1UV5qIRYHNaFwq89Lp+5lp+IjbvGjj8tWUEgmrbR3eYlG+nlpfZCyEhtLr3KxbVcEU0BLWxJdh/IpVqpm2gj4NTzFCs0jCbr7kzicCsKEkkIL2VkaIyOCgSGBS1eZEXIQSBi0eTJonVqJ65rr2PDy/8KfdQWGYUNV/Rdr10vSJU0GKemCUJRUCr3FotPV2UdmYJhIJIbL7aCifCq7PphOac1eBo04HLXiQyOpQGnCSnsoQZ+eJD5FkBew8JlbM0aXcRf0DRo888chbnS6GdbstGg+urUM9I8s7a4oYAqVxiMerl7gYOeHI3R2JynMt7BymYtDTXEqK6zE46lZy51OlVgM2vqTWMsVkhbB9m1R1qzyMGu6nd7+JIlkahkRv6qS7ItSX1xOyU03MnfFCvrDMTa+/jwWfSGgImR6nyR9LLJPSrowhEhNHxTwYbfbsVh0hoZCtLf1MDQUAWUOZlYRI2UWQnkJosnUAFiXouEeVmEQDBNWLHURi6Wy/d7fGWHj5jDhJsE0m51GNYNuzYVQLSdNUxBCYTDoJJl0kptlweNWSSQEqqJwpDWOzabg8ag4HCqmCQ67wtYdI7T2JBAa2Owqug4Z3tRs7jnZGqoiCA8bdBSVY1/6KXIWXoU3J5empnaEOoV4IrX0vFz0UJI+HhmkpAvCNBMIM4zXPUJxURZer5tk0qB/YIj+/kESySwiYhrBHDdDhQZDziRCQALBUNRkcNggmRDMnGaj8XAq2+9AY4yDH8YpGrEQ0520aBmEVTuqcuJhPRYkEkkr3X0usjJtaCq0tCUYiaSSJSIRE11XsNuUdGLEkaMJ+voNbDaVyorUPIHRqInNClargil0EloRntWryb96CbbMHPp7hzh8uBOnewahUIJYLHHBF5mUpE8K2dwnXRDJ5DCxaBN2fR9X1d5PcNhGV1c/w8MRYvEEh4+0Y5pTsVnacGf1ISrjZOzSaTUT7FAjdDiSeN0q8YTJ8LDJnNl21AR4uxIsSrj5PRlEdDcoKsppmtZ0XeFQcwZ+b4jG5mGajiSYWWkjw6vR22dgsSg4HCrJpGD3oShTiq2jixhqFBXY2bs/xsBgknjCwDR17M58smd+js/c9UXq65ppaWmnvb0Hm81Gfn4Be/YcwO/3nDRwSpJ0ZjJISReEYSjEoxF0duLW/xkcn6aoMBOHsxiLrhMeDjMS8bN3Xx4OW4il8zvZExnmd5uDVN9gZ3ahF4uaSmFPJAU//mkPM2M2Fjg97NBddFpzsZ7FaCQFQX8wg4FgCJ8vxmzHCELA5z7jY8++KPE4xGIG4RHBjKlWUiujCEIhk/5+A69HIRiK4bCUkJ2/mIrKNVRVzcWma7z7zk4+2NXAcGiEkpJcpk0t4oMP9o9bXkWSpHMjg5R0YQiI9EHDy0mM7i6qlj7DlLwyCnOr0eyLOXCwHRDk5RWTGSgjI8/Cy+Z/coAoHBQUha1MKbJQXmKltSfBdGxMsTqIWNzsUHOxqRqcYSJXZXRRRYuu0tDoo7QwTnFhkm07RygryaCjK0nT4TgOh8o1S120dSTIydYxTYhGDeoPhjnaluTqJZ9mQe1nKCufi8Ph5oMPDlBaksXVV1eTm5tJV3cfNquFrq5+3B4nNptVJk5I0sckg5R0wWhCwRnRGNkh+HB4gJwqg6wpw1hFL7OmV5Aw/XR09GOYCTq74dDRKH92i5f8XAt2W6q57M0tYfqPGFylOIkobnYnPUQsDvTE8ZO4nq7BL/XoUMhBb78Xuy1CPD7AM+uC+DI0Zs+0o6nQ02tQmGchGjMRIkk0ptEfzGXOgtVce/2tFBROx+3xAVBamk9jYxtJA2x2G06nA4tFIx5PkOF1oWkaZzE3syRJJyGDlHRBKKM3m6pg9ih0JpPgGcYa6MQLlOSrRJN24lGVzq4w++qOYrcaLJjrIRIV9A8YdPUmOdgUJydoITvTQpdLR7VCiRZBFalrFSFGb6SunMYaAMceg9Rs7Iap4HEJVNVChldj284IKxa7yM/V0TWFzu4kiSREo6DqAVzeImbmVbNo8e1Mn7kAVVUQwsQ0THJyfNTXN9HT3Ur/wDDJhEogkIcQgqws3+ikujJKSdLHIYOUdMEIUtl6qg7WpEJk2E7fUDZWZxk53k3ExQhDGQUcauxg63uvs+YajVgcPtgTZW9DjJajcYww/E1mFqJIIbs0RqbfxIwPkTRSQUhRRzP5BJgmmEJJBSsFVHW0MXD0PoFAU01cDhvbd0UZGDTwuFW8Xg2PW2FvfZzioly87iuZOv0ali5bQ1ZWBvF4mJFwmEQijmkaCFNg0Yeo2/sS4RGVnLwqCgrmpOYgtGi0t/ciPrr8sCRJZ0UGKemCOHYdoeBRVTTNxOuyUVFRzZJP/ZBdO/6baM//oX7v6+zdFWI4FGXGtFy27RyhdoGTwkILb78RZlq7nX5hMGRNkutOkOVUaR1M8OH+GHabwtxZdspKrCgKvLdjhNb2JE6nSkmhTmWFDU2D9z+IEI0KMrwa2Vk6hqmwarkbh0MhFEoyFIyTn2ujrWcef/GFb7BgwXyysjIxDIOWI81s2fgz2tv2Ew4PkkgkMAyToaEBopE+cvKvwOedTl5egOKiXF57bQumkAFKkj4uGaSkC0IBVEXBpajYFZWwEBimCZi4PTauv/Ee6vfP58PG32NzbkBR62nvTCKEwn+vCxLuMskY1Lgy4ODdKcOoDvA4NNxujeBwgiW1bg40xlKXUihoukJnl8miK13sqYsyMCSw6CqqqjAchoopNgAiUVgw18aR1hh1DVGOtLrwZ85kzdq7+R//36fx+dzoup5a6mOgg9df+hoN9e+QTJpomoqup67KfF6d7GlLmXfFncytuRG/PxOQy0hJ0p9KBinpwlCO9UtFhCBqCuyI0aw3gcVio6x8Brfeeie52W7e2fh/CPhNfF4bpaUWEoOCRCe81xSmLZigMseG06litai4nCoHGmMEQyaGmcrxM5JgsSgcbUsSiwm87tQAXYFBX3+UwaEIToeKP0PnYBM0HdHR7Qu5anEVVVULWLJ0BZmZPlRVQVEUhoYGONzUQDQaZMbsVdjsXjTNAkJBKFYCgSkUl84nN38qPp8fTZPjoiRpIsggJV0wAkgKgSEEJhyX8Zb6w+Nxk5vrp7zMS1+Hit0mcNg1MkwNwyeIZpgM2wyykzpuV2pKo9CwgcOeuqLx+TQUUkt5ICDg00CAz6tit8HAkIHL5aRyWjZJw4bFomG1KvSHLGTmFlNYXEN+wRSmTi0nJycXOLamWKq/y8bU6TeQV1CJ3e5CUfTRJA0LHm8+mVmF2Gx2GaAkaQLJIHUaYvQsGovFME0TIQSKoqBpGlardVJMdWMYxmi/SGrAqKqq6LqOruuTonzHpNLCk6MBaVxK9nH/jIR7MRJdZPpixBIW9KRI7XcrOPNUqvPsdHUlMQzB4JCBKUDToLjQkn6pvn4D0xRkBjRMU2CaOigWQiNecgumc9PNc7FYM4nFVPr649QfjLBgwRUUF+ei6yper/OE0ttsDnLzKyivqMbndaIgUFQVZZKs0HyuhBAYhkE8HgdEep0vTdPQ9clxWojFYhiGkf7eqaqKzWabZMe1dL5NjqNxEhNCsG/fXsLhMMmkgaZp5OXlMm3aNBTl4p+ggsEgra2tdHd3oygKDoeDwsJCiouLL3bRTqCgYFEUTARx0yQpjh/blNrXNpsNq9VKImkyOJSkrT2B16Piceu4nBY0DSJRQTwmSCRTN2GAz5f6LHQdVBVMUyGeEBhGgqGQHV9gDlVVt3DLrbeTlxtIz+U3OBhi/YZtlE3JJ56Ik5cbID8/64QTocvlxOVyIoQg0duHEYmiuZxYAv5L8qRpmiYDAwMcOHCAeDyVIp+Tk0Nubi45OTkXu3gANDY2MjDQTywWR1VVvF4v1dXVaJfoDwPp45FB6iz89re/Zd26dbS0HCU7O5t//uefUF5egape/C9LT083L7/8Et/97vcA+PSnP80993xuUgYpgKRINflpipKe3XhsNoZ4PEFObgXh8DW0tTZhirfIzplKeETFVIaAHhRFp6RQJxaDWNwkkUw912FXcbtSr6gqChaLQjgc5WhXAatueID5C1ZTVlaRPsHFYnFisQSh0Ai+DBf5BZlkZ/mxWCxnnLG85T//N5GWo/gXX03hX9yVupS7xCiKQnNzM//0T//Eq6++iqYpPPzwN7njjjsmTZDatGkj/+t//W/27t1LRkYGDzxwP7Nnz5ZB6jIjg9RJjDXtQar5bMWKFWzZ8h4dHR0UFOSxePESNE0jmUymm/8utEQiMXpVl89VVy0iI8PLwMAAV155BdOmVQKpRQZVVUVRlEnza19RwKaqqKPDbMVxTX3Nh9vZv78Ziy5Ys/YRujpuw+crIhyJcaTxDQ7tfxLDHAYUFBVUTUEXqddMJlNJGaYJSVIp370DLlas+ho185dRUFA0+pkZHG3tIhFP0traRcOBIxw92kUoFGbVqlpsNuspy24mEgzX7afv9TeJ9/ahKAquaVPxX33V+d1pE2SsiW/seMjNzeFTn1rBiy++yJQppcyZM4eysrLU1WIiMRqwL+xxY5omhmGg6zqLFy/hj3/8IwcO1ON0Orj22mvRNG1c0/ZkOa6l80cGqVFCCJLJJLt27aKpqYn+/j40TWPWrFlUVEwlLy+Xnp4uyssrcLlcvPTSH2lvb0cIgd8fYO7cOUyfPuO8fmmCwSBNTY3s3LmTcDhMdnY2ZWVlZGVlUlFRTlNTExUVFcTjMV599VWamhrRNI1p06ZRWTmdgoICVPXETv2xk1c0GsFud6Bp2nmrhxDiWPLEWHPfaJxqazvKrp3vk+Hzc8UVNUytzMbh8JBIJkjGB2g7upPQwBZUNTUOSteOTShrjM3hqoCREMRiChlZi5kzdzF5eamEhng8QUPDEXp6BxgcHKars5eBgSBFRbnY7afvYxSGQTIYpHvdS8Q6OjGiUcINB+l7/U08VbPQPJ5z2mfm6A+cC9GnZRhJBgYG2b17Nw0NDSiKQklJMdnZ2cydW43DYWfGjBn4/T6OHm3hww/30tXVic/nY/bsKkpLS8nKyjqvZayrq+PQoYN0dnaSTCYpKytn7ty5FBUVUVBQgN8foLy8go0bN3L48GFisRgej5vp02cwf/78Uwas4/tsXS7Xea2DdH7IIDVKCEFzcxPPPvss77+/lfb2diwWC0uWLOULX/hLfD4fxcXFFBUVsX//fn79619z6NBBDMMgLy+f6667jqysbHw+33npeB4eHubAgQP84Q/Ps27dHxkeHqa4uJilS5eydOlSpk6dSiwWQ1U19uz5kFdeeZkPPtiBpunU1tayZs0NLFmyhPz8/HGvO/bLdXh4mPr6/VRUTMXv96Np2kkD2p9CoJAE4qNBalzuBNB6tIHOjv3EY/l09wxSNXsKigIOxUZmVhlZOfPp63oX3SLQVAVdSzXtpZIjRqdCApIGhMIWigsWEQjkYLGmro4SiSTNzW2omkokEsUUAo/HxfTKElwux2gToBWr9cSkEyM8wsihJnpfWY8Zj6OoKtHOTgY2v0vWtdeQceUVqc6wswhUyeEwsa4uVKsFe0HBeQ1UQgh6e/vYvXsXTzzxJFu3bkFRVGbPns3ixYtZuLCWzMwAlZWV9Pb2UldXxx/+8AdaWo4QCGSyatW1rFx5DQsX1uJ2u89L+bq7u3nppT+yadMmmpoaMQyDOXPm8td//dd4vV6mTCnD4XAQDA7x5JNPsHPnTkZGwvj9ARYvXkx2djYFBQVYreOvgg0jyfBwmL6+Pvr6epk3ryb9A0xegV06ZJCCdPPGz3/+M37zm/9HMDg0OjcbfPjhXjweF4aRZMqUKdhsNv7hH/6e9es3jDZVCfbvr+fdd99lypQyVq9ejdfrndAvgRCCuro6nn76Kf7t3/4NIQSqqnLoUCONjU3U19dTUVFOJBJl8+ZN7N69h7feenM0FVpQV7efI0eOMDQ0yH33fRFI9UmYpkksFmNgYICWlhb+5V/+hfvuu4+amvm4XK70SWmi6iKAhEjNVK4z1uSXOmHEYkkO7n8Lv3eEvNwSOjv7mF5ZhNWaOkR9/jxKy+azf4+dZNJAtylomoIQglg81S1kmqkl5ROGxmDQS0bIxZGWbqZarHhHJ3rNyvKRkxugsCCHjo5e9tU10tnVRyCQQcOBI5SW5JOXl4nFcuyrIUyTkcOH6XzmWUaam1Ht9tT+i8UYOXKEo79+HM+cKlSH4/RXY6NNm+G6/XQ+9wLW3ByKPv85LBkZjO7oCdnPxzNNk3fe2cyvfvV/eemll9B1FSEE9fX11NXtJxKJUFFRQU5ODs8//zw7d+7k0KFD6LpGY2MTe/bsoaXlCC6Xm9ra2gkt21jrxfPPP8dPfvLP9PR0p8el7d/fAAgCgUzKyqYQi8X4z//8T37zm8cxzeTo82Hr1vfxer088MADZGfnoCipY8I0Tfr7+zl69Cjbtm1jy5Yt/MM//Ai3243T6ZyE2a/SqcggBcTjcVpbW3nqqaeIxSJYrcfa4pPJJM888wwFBQX4fH76+vrYtGkTVqslfdIRQhCLxfj1r3/FFVcswOv1Tmj5hBBs3ryZV199LZ0BB2CxQG9vN2+//RammWqu27BhPV1dXVitlvSVkKoa7Nq1E7/fx6233kogkJoNobW1lXXr1vEf//FTiouLKCws4ic/+THRaJSKiqn8z//57/j9/gmrhwJYldS0SFEltSy0oigYhsLjj/2KjraNZGXPwO3x4fd7OdraRdmUAjRNweHwkJlVhG7NRCQ7ESI1NDiVmpxKoU4tBZ9E07LIKVjCg1/5DFvf3004PxOv14XNZmHRorlEo3GsVgvJpIGRNPG4nbzzzm6qq6eNfpZxpk49lngSPniI3tc20PXsC6ij+x5A0TREIkHvq+vpfPYFsm+4Dmtm5uk+SJIDAzT9878R3LUbW042IhGn/Btfn7B9/FHt7W28++67bN68cVyTpmEYdHS08dRTT5GdncXOnTv54IMddHZ2Yren6qjrOrFYgh07dvD888+flyAViUT41a9+xfBwcNwxq+uC119/ndmzZxMIZBKJRFi/fj2apqDr1vTzDcPg8ccf54YbbsTn82O1WjEMg/ff38pXv/pVbDYbubm5uFwu1qy5nsLCAh555DssXLgw/T2SJjcZpEh9YYeGBhkZGQFINwcIIdB1ne7ubgYHB0eXXBDpjttjAz0FqqrQ19dHIpFIj+uYKMlkkuHhEOHwcPpLfPwvxlAoxMaNG9PB8viECUh1MCcSCYaHhwkGQ+kg1dbWRkNDA42NjbS1HcXn8zM4OEQ8nmBoKEhnZ6pfYqLqoipgU8aW0VAwhaCt7ShP/O4/OLT/CTyuCLquYLXYycnOpL2jndLSPDRSY7+cTjc2W4C42ZlKkDBG148SqateU6Ra3DIyXGQXVOJyWamZV4nb7Ry3zxQFjhxJrV+1YMFM/H4PV19dzcFDR3E57bjdjnSZjeEwPS+/Rs8rr2EmDVT9WNOcMlYXRaH1scdxlJXirZ6L7vF8pOap6TbMaJTDP/sloX11iGSSWHcP3X/4I545VWSuWol6HpqJh4aCDA+HRsdDHSu3pmnE43EOH26mvb0NRVGIRCLpx8eoKkSjEQYH+ye8bKZpEo1GGRoaTL/vsc8oVZ69e/ei63o6oI2V7fhjOxQKEg4Pk0gksFqtmKbJrl27OXKkhZGRYRwOBzabne7uHo4ebaGlpYXZs2fLIHWJkEGK1IHucrlwOBzjgszxvzrHvsCnIgRkZPjOSzOCpmk4nU4cDue4bLiPBqrjHV8G0zRHT/JOnM5jA1Vzc3OZNWsWNTU1tLUdZWBgAK83g9zcXGpq5pGZmTmBdUmd0M3RPAkThXg8xkD/YcKtg9it/aiKRjjUTtOhbdgdeXgy8hGjS1xomorFYkW3+EhEU0kXipnK8hPi2JRLpinQNB2/34OigNfrRtNUTNMkHk/Q0tIJisLRo110d/ejKLB06Xxyc/wYhoHNZsXrPdb3Mrh9B8GdO4m2tqGcos9JUVUiLUcZ2LgZ3e3GO696/AaqiojHiR85Qt+bb2NGo6AoiGSSeG8v3S++jO+qWhSPZ8L7p1LHtROLxUI8Hh93kh9r5k4kEsD4TMsxQoDNZsPjmdjWAUh976xWK57RoD72/sf/+ItGo+Oe89Hj0TRNXC5XOuFn7HVnzpzJ/Pk1HDp0iMHBQYLBIUpKipg5cxbFxcXY7fYJr490fsj5W0g1a/j9AaZOnYqmaelkgrHR7pD6wozdxr7gY9ukTowaVVVVOBzOCQ9SqqpSWFhEaWkpoKTLZ44u/zBWnuNPMuPLZ5KVlU1p6ZT0CQFSQaq2diG33HILgUAm8XiC/Pw8Fi9ezE033UwgEJjQeoCCARiACSSNBNFIP+FQPQ47KIpGIt5LR9tutm17k+DQSHoyCkVR0HUdqy2QumoaS5QYXW1XGY1SY+tJjV2UWCw6qqpiGCah0Aj19Yd5//197N/fzPbtdWzc+AGdnb2EQiOoqorDYcPhsKWCfyzGwDvvEmlqxoxEUE4y3ZEyug6IGYsxuHUb4YYDGKNX5OltVBURixE7coRIY9O4GTbMWJyh7TtIBoMIY+KXmff5fBQWFpKfn49pmscdO+OPleOv/o8//lVVIycnj6lTp0142RRFwWazMXv2bCwW6wnfu+OP6+O/h+O3g5kzZ+LzZWCxpGYdUdVUYsgtt9zCjBkzsNlsmKZg1qxZ3HHHHVRUVMggdQmRQYqxIOVn7dpbCASy0DSdVH/HsWlYjv8FqmkaFstY+7mCrlvIzc3l5pvXTnh/1Nh71tTMY/ny5QQC/tH+GEanP7KckIU3Vr7Ulzw1pU9NTQ3Lly/H6TwWRF0uF9XV87jvvi/icDgxDJPc3FwWL17M2rW3TPg4GQEYpDL7xq58VFVB03TiiVTzncViIsQQPV2HCA2PpAf6Kgqomo7TnTeazTe2smHqpqip5sRU31SCkZHxV5axWIK+viGaD7fz8svvsGtXAwcPtnDkSCcDAyHa2nvIzfGTkeFO1VkI4j29DGx6l3hPL8ppmuIUQLNaGd5fT+jDfURb207YQMTiJLp7EMkkKAqqzZbu30oGgySDofMSpPx+PzU181myZClWa+r9FEXBYtHTWajHN52NTak1VvCsrCzmz5/PsmXLJrxsqXJYuO2228nPz8disSFE6rtmtVrHNVmPTYs0dj8oqKqG2+3h1ltvIysra9yVVE5OFDYDKwAAIPpJREFUDl/4wn3Mnj17dB0xhVmzZnP77X9GYWHhhGeuSuePbO4bpes6X/va1ykuLmbTpk20trbidrtwuVw888wz45odvF4vn/nMnRw9epRkMkFBQSF33HEHy5YtO28H//TpM/j85zOZMWMGv/3tbxkZGaGoqIiuri7eeWdzurlPUVRmzpzFvHnVDA4OEg6PjKYRr2T27NknvO7YL9SCggJ27dpNZmYWGWPZZhNMIfWryKYoqRR0xYLATTjqxjLcjN2mEEsEKClfwYqVf0V4OI523P7UNSs5udNoOaQizGOr7Y7F0dQ5SiGZiNDX2zzuvQ3DIBaLo2kqa9cuZ3h4hMHBEIlEkqGhYRQFrrxiFh5PaiyNSCbpf+ttIq2tGLHY6ZvhRoOaEYkQ2lfHwJatuCqPXXkIw0D1evDMqcI9exaa04lvUS3JoRAD77yLZ85s7EXF45IyJtLy5cuZOnUqVVVVvPbaawQCASwWC+3t7WzatDGd6ZmRkcGsWbOYO7ea+vp6AoEAt956K1deeSUlJaXnpWy6rnPzzWtxu91s2LCB+vp6AMrKynj66d8zODiYvrJSVY3PfvZuBgcHiESieL1ebrjhBu644zOnHP/n8/nw+wOEQuFTjhOUJjcZpI6jaRpr197CmjU3kEgk6Ovr4557Pkc0GsU0zdEvs6Crq4tYLMYjj/wtU6ZMQVVV7KNpyeeLoihkZmayevV1LF26DBD89re/paGhgYGBgXRTRyKRoKurk1hsJj/96c/QdT09H97JyqcoCoFAgJ///BfU1dVRWTmN7OyJnxZn7MpJVxSiQhBNGDjRKCuv4pY7v8abGx5noOsF3G47fl8GVquDpH18H4lusZJfOIMjbToeZwJ/hoJFV7HokEiA1apgJFXiyRH6ew8QDkdwOh2oqoLH42TatBJM0+S19VsJDY8QiUQxDBPDEFTNrsAwjk0iLAyTgW3bEfHE2Y2rURRUTSPe1UW44UDqqmjshGiaKBYLtqkVVD/+f1F0DUXVMCJRCu+9G1t+PrrHfV5S0CF1XBcVFfHAA3/Fvfd+nnA4zH/8x0/ZuPFtTNNMj4nr7+9naGiIwsIivvvd740e1zYslvM7mbKiKCxZspSFC2tHk4SG+da3vsnAwOBoElDqvUdGRmhsbOR73/s+M2fOPOOEsxaLhS984T7WrLmB/v4+Fiy4QiZLXIJkkBo1dqA7HA4cDgf9/f00Nzdz4MCBjyRSpP7euvU97rzzTux2Ow6H4/QvPkE0TUPTNOx2O/39fTQ0HKCpqWlcs4imqQwMDNDQ0EB7exvV1fNOe4IJBoM0Njby2muv0dvbQ0NDBdXV86iurp7QEfpjU8kapiCZBH+hgjcALpeVgoJi1t56P08/cRBhDhOPBeno6KFyWvGxJd+BSCTO+9v2s+WdEJojic+n4ffrZLg1MtwqOdk6Fl3BMGLE4u10dhxmSlklqqqPnnCtVFQUsdZhZygYJhQKMzw8QiwWIzQ8RGtrF4qi4PN5QJgkevrgo6vqfjS54Ph9qygYkSjJoSBmPI46rt9DAV1H93rp/uPLjDQ2kQwGUXQdb808sm+4DtVqg/MQC8aaqF2uVMtAXV0djY2NdHf3jMsWBejq6mLHju185StfwXGGcV8TyWazYbPZiEQitLe3s337dkzTINXll+qb0jSVvXs/pK2tjcrKylP2mRqGQVNTE8899yzDwyGKiopZunTZuP5Y6dIhg9QpjIyMcPjwYQYHh3A4xv9aU1WVI0eO0NfXRzQavWBB6niDg4O0t7fR398/rglDVVWi0Sg9PT20tLQwd271KU804XCY+vr9vPjiOpqaGnG5XOzcuZO+vj6Gh4dZuXLlBM+PpmCqAmuRgXeGA1/pFAJZ0/H5PBQV5VFYspCjh7cxMBBiYGCI7Oy56fcOj0RobWln3xsbmdKvMaSYxPoMOhwGXU4FZ4ZKW0DHZkutlCvo5pX1rzB9Rjs262i/IgqCVMf78HCE0PAwQ0Mhenv7aW05Sl9fL8uXX4XXOz1V3FMFqOObjFIjiE++3UeIZJLQ3n0MvLsltcyHrmPG4/S++hqeqlnYS4rRLkCH/pEjh+nq6iYajY6bq1BRFEKhEIcPNzMyEj7vrQMnE4vF6O7upq2t7YShHKqq0t3dQ3t7G0NDQ2RnZ5/2tXbs2E48HsfpdE3oUArpwpJB6hSSySTh8DAwds459oVRFIVEIkE0GiWZTF6U8kUi0dElFsZ3tqcyoUhPdXQ6HR3tbN68mf/+799z2223M2vWLHbs2MGOHds5ePAAtbW1E5gIkhq9KzyCjForgRnl5JasorR8FV6PG11XmVW1guamw/R3xymrBL/fi6Kk0so7OnrY+d42Qhvf4EsVFRyJxmgKhzk8HKatP0prS4JmLQkWUHSBqo7Q1PgrCovL0gsRKoqanuUgEY8Rj0WJhEcIDQ3R09rOwZkL8XuclJYW47FqWAL+cQFIAJgmutuNYtExY3GMcHj8eDmbFc3jPumYJxFP0P3iH4n39JB/x+24plcSbW/nwHe+T3DXHiwB/wUJUuFwOJ12fryxvqloNHpC6veFYhgGIyMj6bF+H2WaJpFIZNy4r+ONBbbs7GxsNjsul5usrGycTke631bXdSwWy6RZN0s6PfkpnYLL5aKsbAqalmriAyWdZGAYBn6/n+zs7Is2aWVOTg6BQCZ2u4Ph4dBHfnEqOJ0OpkyZctrX2LZtO83NzVx77Wp+9KNHAbjjjs/wX//1Xzz++G/YsWM7y5evmJBZ3oUQCJeJe7nAN2cZC2q/TFn5LDIzfeltKivn8IIowlCi1NTMSDf1hUai7N6ylbd/9Wtu99hZ9o8/QtU0om3thA410nfwIK2NjbT39NIbiTAQjzMQj9Hf28TgnobU2lUITEVBtViwKirWZBKXopKv68y12alwutm3fxd7X3oFqyeDO266Bv+iq+h7cyNmPAFq6rM343G886qx5mQz0tjE4HvvozpSgcVMJLDl5eGZNRNltI8wJTWYVxhJhuvqyL39VjKuXIC9sBBrVhae2bMZaWzEd9XCP3k/n43S0tJ0cszxwxbGJmHNzs7B7w9clCsPh8NBQUEBbrebkZGRceUzTRO73UZ+fj5+v++UrxGPx3n99Q309HRjtdqoq9vHM8+k+pN1XaesbArl5eUUF5dcgBpJfyoZpE4hEPCzZMkSbrrpJl555VWi0di4MTkPPPBXTJ8+/aI09QFkZmZy8803EwoN8/zzz6MoydGrDpg5cwY333wzCxZccdoTTXd3J6qqcM01K9P3Wa1WiouLmDFjBnv37mXZsuUTUl5FVbG7Cigo/gZ3fvareDwudH188HO7vay54RZUVaFqdnn6/hdfWEfjfz/LvN52av76IfTSEvo3bUZzOAnccD2FxV9kTjTK/q9+g0RvL87yMjKvXUliOExiZATTMEZnMQ/R98ZbqBadwNWLcJYUY/H7sAUy0Z0O6v/9P3ipbi+b/l+CmbOmU3XLTQx9sJP+Te8Qa+8EVcGak03xFz+PNT+fgY2biHV0Ejl8GBQFd2Ul2WuuI/uG6069IwRodgeKlvrqaW4XBX9xF5rThcXnm5B9fSZXX72YPXv20NXVye7de0YXiUz1Z86ePZsvfOEL4wZ9X0gOh4OpU6fyxS/ez89+9nNGRsIA6WP785//LAsX1pKTk3vS548NUH7rrbdobj6cngnmyJEjgGDDhje47bZbufPOO2WQukTIIHUKqqrh8wX427/9LuXlFdTV1REKhfB4PCxevJi77rqLnJzci9bOraoqy5evwOfzUVk5jffee49EIk5l5QwWL17M8uXLTpgV+qOSSSOd3TUmNR4lle0VDAZPOgvBx6HrdrKyilmypBqv14OmnZgx53DYuWJB1WhHf6ppbte+Bppfehlny2GuqKkh86Ybaf3tk/S/vREzGsVRWkrurWvxL7yCRDCInpWJZ34NvsVXM7RtO7a8XBRdR8/wojkcqIkEg++9T/aqa7D4fIQbGujb/C45N15Hyc03Mf/5P7DzYD1P/J/H+cGPHqH4gfvxXVVL9GgrZjKZSiOvqkK128hceQ22vHyCu3ah6Ba8NdW4KqehnzHYHFuRWLXZ8NbMQ1E1tAv0g8fpdHLrrbdRXFzCq6++wv79+3E6ndTU1LB48WKWLl120Y5rRVFwOp088MADuN1uPvjgA3p6erBardTUzOeee+6htLT0lKnkipJanfp//I+/JhgM4nA4qK6uprb2Knbt2snu3R+ycOFCZsyYcYFrJn1cMkidwthAwzlz5pBI3MHRoy1EIhEcDiezZs2iuLjkoq8QmpWVRU3NfDIyfFRVzSGZTFJUVER5eTmlpaVnPNG43R6EgKampvR9kUiEnp4eWltbJ3QNIUXVsNqcZGXlnDRAQSp70efzjl6xCqKxOO+99Ar2gweYmpPJlE8tR0QjDG3aTPxIC2Y0iqamZkOPd3RghEK4KsqwF+STHBig//U30ZxOUBXshYW4Z83Ev/AKBt54C8UwUEyDZP8Ag5s3Y/G4yFq+lGnVcwh2dLJx41ts23ETV1TPxO/1kBwcxDQMHEWF6F4Piqpiy89D97ixF+aDpmMvKkBzucb1R6UST46v5bH1s1L7RT02C/oFomkaJSUlOJ1OsrIyaWlpwWazU1FRTmnplDMmJJxvqqpSVlbO2rVrmTNnDkNDQ+i6hYqKCmbOnHnaQeZjM5NUVlbi9/vxeDwUF5dQUlLCk0/+jsWLr2bu3OpTXolJk48MUqcxNm3LokWLWLRo0cUuzgnGxk5lZmZy5ZVXnvPzi4uLaGw8xPbt22lqasJms9HR0cHu3bs4cOAACxYsmLjCilQySn//IN09rjNmWpumoLuvn61/WMf8wSCB6mriM2ZyePN7dDQ2p078VhtJm4MRj4++D+sYCEfQnB6sQqHvvW0cfH4dmt2GMAzsxUUEli0ld+3NDI5E6KhrwJaXS7i3n466eoaSBmrtVVhLp5BVVIRj4yZefOFlcrMzycjwoGTlAYJoQkDv4PjC5hUCEIkZEAseu19RCAbDJBLHkmvGlndhYi5QPzar1UpBQQEFBQUXtyAnMTbcY+7caubOrT7zE04h1TSvEImkxle9+uqrPPLId5g6depFa86Uzp0MUpexhQtr6e3t5ZVXXuYb33iYqVOnsmvXTg4cSC3mOKEpyAoMBYd5/g8bycvLPGOQSiaTfLhvP01HekkEsjk6rON9czcDb7xKTHWhKCqoKraYhazNdQT37CBoWPB1DuPcWk+s5TBBtz/V9yMEaiiBbXsd+TkVtNi9ODdtw1VciqKotHsDmK1d5P7uGVw5BcQCxcTsHt5+9gVsNh/+gB/9JPP2nbHKikJDwxGysnyUlowuNjk2F92570HpHI2NsWpsbGTz5s2UlZVzww03yPFSlxgZpC5jmZmZ3Hbb7dTU1PDzn/+cxsZGbrzx09TW9rJ7924yT7c20jmaO2ca+flZ9PQMoJzFiFVFgaVL5qM+dC8mqamFhGmi3HYdaGr6FYQQiGQSZe01oKZWPhSjs4MoxyVmiNGZZ0XS4Kprl6Qm5x2bvPa+u1PbJI3R4KfwqYfu4wEzNRtF6rkfr94Lr5xNZmYGWVk+0ldQ4liflHT+WCwW9u3bS3d3D/F4nN/85nG5hPwlSAapy9jQ0FB6QPLf/u13RseGhXnxxRcJhYLU1MyfsLnOXC4HdruV/Lxz6+dSRldIBsZP1He8sbU6xkLXR/8/YdvRYQVjE9Qe/zxIv4fCyZevOFeapqHrKmY4jDDN0ana/+SXlc5A01QOHDiI3W7nrrvuSk9hJgf1XlpkkLqMJRIJDh48yPr1r1FTU4PFYqW+fj9Hjx5l9uyqs0q+OFuapqJpKlar5cwbfwLFursZ2PQOsa5u+jduRvf5UDQNW+7Ez5MopcRicVwuF9OmTWPVqmvlvH2XKBmkLmO6rmMYSdrb20czqHTa2tooLi5m5cqVE7p0/OXOCA0TPnQIa2aARF8/8e4eksPDMkidR16vl3nz5lFTU8OsWbMudnGkj0kGqcuY3+9nxYpPMXXqNF588Q8EgyFWrPgU1dVzmTlTfqknksXvJ7B0CRnz5qWyDUcHEkvnz9VXX43P56eoqOiiDxeRPj4ZpC5zTqeTyspKHn74Gxe7KJ9out+Hb9FVF7sYl5XVq08z84d0yZBB6jInO5EvDLmfLzy5zz8Z5DKVkiRJ0qT1iQtS69at4/Dhwxe7GJ8oGzZsoG5f3Qn379ixg82bN1+EEn1y1dfX89pr60+4v6uri2effXbC5lKUUgt+Pv3fT2MY5pk3li4aRZzDUf/oo4/y7LPPUl9fj8Ph4Oqrr+af/umfmD59enqbFStW8Pbbb4973l/91V/xy1/+Mv1/S0sLX/7yl3nzzTdxu93ce++9PProo2e9vkswGCQjI4P5916P9pGU5rrnN/GTH/0jf/Znf3a21ZLO4MYbP02nGSRvTsW4+4++v5/5U2by2GO/vkgl++T5+c9/zr/+/KdMv2F8/1Wos4/u9w+wf3/9+Vpl/rJz8OAhPvWpFcz5zDWoukysuNCMeIIPfvMKQ0NDp1237pyC1PXXX8+f//mfc+WVV5JMJnnkkUfYu3cvdXV16ZHcK1asoLKykh/+8Ifp5zmdznQhDMNg3rx55OXl8ZOf/ISOjg7uuece7r//fn70ox+dVTlOF6QkSZKkye9sg9Q5JU688sor4/5/7LHHyMnJYceOHSxbtix9v9PpJC8v76Sv8dprr1FXV8eGDRvIzc1l3rx5/P3f/z3f+ta3+MEPfnDG5SUkSZKky8ef1Cc1NDQEQCAQGHf/7373O7KysqiqquLb3/42IyMj6ce2bNnCnDlzyM09NlX+ddddRzAYZN++fSd9n1gsRjAYHHeTJEmSPvk+dgq6aZp89atfZfHixVRVVaXv/+xnP0tpaSkFBQXs2bOHb33rWzQ0NPDss88C0NnZOS5AAen/Ozs7T/pejz76KH/3d3/3cYsqSZIkXaI+dpB68MEH2bt37wnZXQ888ED67zlz5pCfn8/KlStpbGykoqLioy9zVr797W/z9a9/Pf1/MBikuLj44xVckiRJumR8rOa+hx56iHXr1vHmm29SVFR02m1ra2sBOHToEAB5eXl0dXWN22bs/1P1Y9lsNrxe77ibJEmS9Ml3TkFKCMFDDz3Ec889xxtvvEFZWdkZn7Nr1y4A8vNTi74tWrSIDz/8kO7u7vQ269evx+v1ykkgJUmSpHHOqbnvwQcf5IknnuCFF17A4/Gk+5AyMjJwOBw0NjbyxBNPcMMNN5CZmcmePXv42te+xrJly5g7dy4Aq1evZtasWXzuc5/jxz/+MZ2dnXznO9/hwQcflFPpS5IkSeOc05XUL37xC4aGhlixYgX5+fnp21NPPQWA1Wplw4YNrF69mhkzZvDwww9z++238+KLL6ZfQ9M01q1bh6ZpLFq0iL/4i7/gnnvuGTeuSpIkSZLgHK+kzjTut7i4+ITZJk6mtLSUl1566VzeWpIkSboMfeLm7pMkSZI+OWSQkiRJkiYtGaQkSZKkSUsGKUmSJGnSkkFKkiRJmrRkkJIkSZImLRmkJEmSpElLBilJkiRp0pJBSpIkSZq0ZJCSJEmSJi0ZpCRJkqRJSwYpSZIkadKSQUqSJEmatGSQkiRJkiYtGaQkSZKkSUsGKUmSJGnSkkFKkiRJmrRkkJIkSZImLRmkJEmSpElLBilJkiRp0pJBSpIkSZq0ZJCSJEmSJi0ZpCRJkqRJSwYpSZIkadKSQUqSJEmatGSQkiRJkiYtGaQkSZKkSUsGKUmSJGnSkkFKkiRJmrRkkJIkSZImLRmkJEmSpElLBilJkiRp0pJBSpIkSZq0ZJCSJEmSJi0ZpCRJkqRJSwYpSZIkadKSQUqSJEmatGSQkiRJkiYtGaQkSZKkSUsGKUmSJGnSkkFKkiRJmrRkkJIkSZImLRmkJEmSpElLBilJkiRp0pJBSpIkSZq0ZJCSJEmSJi0ZpCRJkqRJSwYpSZIkadKSQUqSJEmatGSQkiRJkiYtGaQkSZKkSUsGKUmSJGnSkkFKkiRJmrT0i12Aj0MIAYART17kkkiSJEkfx9j5e+x8fiqXZJAKhUIA7H5yw0UuiSRJkvSnCIVCZGRknPJxRZwpjE1CpmnS0NDArFmzOHr0KF6v92IX6YIIBoMUFxdfVnUGWe/Lqd6XY53h8qy3EIJQKERBQQGqeuqep0vySkpVVQoLCwHwer2XzYc65nKsM8h6X04uxzrD5Vfv011BjZGJE5IkSdKkJYOUJEmSNGldskHKZrPx/e9/H5vNdrGLcsFcjnUGWe/Lqd6XY53h8q332bgkEyckSZKky8MleyUlSZIkffLJICVJkiRNWjJISZIkSZOWDFKSJEnSpHVJBqmf/exnTJkyBbvdTm1tLe+///7FLtKE+sEPfoCiKONuM2bMSD8ejUZ58MEHyczMxO12c/vtt9PV1XURS3zuNm7cyE033URBQQGKovD888+Pe1wIwfe+9z3y8/NxOBysWrWKgwcPjtumv7+fu+++G6/Xi8/n47777mN4ePgC1uLcnanen//850/47K+//vpx21xq9X700Ue58sor8Xg85OTkcMstt9DQ0DBum7M5pltaWrjxxhtxOp3k5OTwzW9+k2Ry8s7feTb1XrFixQmf95e+9KVx21xq9Z5ol1yQeuqpp/j617/O97//fT744AOqq6u57rrr6O7uvthFm1CzZ8+mo6Mjfdu8eXP6sa997Wu8+OKLPP3007z99tu0t7dz2223XcTSnrtwOEx1dTU/+9nPTvr4j3/8Y/793/+dX/7yl2zduhWXy8V1111HNBpNb3P33Xezb98+1q9fz7p169i4cSMPPPDAharCx3KmegNcf/314z77J598ctzjl1q93377bR588EHee+891q9fTyKRYPXq1YTD4fQ2ZzqmDcPgxhtvJB6P8+677/Kb3/yGxx57jO9973sXo0pn5WzqDXD//feP+7x//OMfpx+7FOs94cQlZuHCheLBBx9M/28YhigoKBCPPvroRSzVxPr+978vqqurT/rY4OCgsFgs4umnn07ft3//fgGILVu2XKASTixAPPfcc+n/TdMUeXl54ic/+Un6vsHBQWGz2cSTTz4phBCirq5OAGLbtm3pbV5++WWhKIpoa2u7YGX/U3y03kIIce+994q1a9ee8jmfhHp3d3cLQLz99ttCiLM7pl966SWhqqro7OxMb/OLX/xCeL1eEYvFLmwFPqaP1lsIIZYvXy7+5m/+5pTP+STU+091SV1JxeNxduzYwapVq9L3qarKqlWr2LJly0Us2cQ7ePAgBQUFlJeXc/fdd9PS0gLAjh07SCQS4/bBjBkzKCkp+cTsg+bmZjo7O8fVMSMjg9ra2nQdt2zZgs/n44orrkhvs2rVKlRVZevWrRe8zBPprbfeIicnh+nTp/PlL3+Zvr6+9GOfhHoPDQ0BEAgEgLM7prds2cKcOXPIzc1Nb3PdddcRDAbZt2/fBSz9x/fReo/53e9+R1ZWFlVVVXz7299mZGQk/dgnod5/qktqgtne3l4Mwxj3gQHk5uZSX19/kUo18Wpra3nssceYPn06HR0d/N3f/R1Lly5l7969dHZ2YrVa8fl8456Tm5tLZ2fnxSnwBBurx8k+57HHOjs7ycnJGfe4rusEAoFLej9cf/313HbbbZSVldHY2MgjjzzCmjVr2LJlC5qmXfL1Nk2Tr371qyxevJiqqiqAszqmOzs7T3o8jD022Z2s3gCf/exnKS0tpaCggD179vCtb32LhoYGnn32WeDSr/dEuKSC1OVizZo16b/nzp1LbW0tpaWl/P73v8fhcFzEkknn25//+Z+n/54zZw5z586loqKCt956i5UrV17Ekk2MBx98kL17947rY70cnKrex/clzpkzh/z8fFauXEljYyMVFRUXupiT0iXV3JeVlYWmaSdk/XR1dZGXl3eRSnX++Xw+KisrOXToEHl5ecTjcQYHB8dt80naB2P1ON3nnJeXd0KyTDKZpL+//xOzHwDKy8vJysri0KFDwKVd74ceeoh169bx5ptvUlRUlL7/bI7pvLy8kx4PY49NZqeq98nU1tYCjPu8L9V6T5RLKkhZrVYWLFjA66+/nr7PNE1ef/11Fi1adBFLdn4NDw/T2NhIfn4+CxYswGKxjNsHDQ0NtLS0fGL2QVlZGXl5eePqGAwG2bp1a7qOixYtYnBwkB07dqS3eeONNzBNM/1F/yRobW2lr6+P/Px84NKstxCChx56iOeee4433niDsrKycY+fzTG9aNEiPvzww3EBev369Xi9XmbNmnVhKnKOzlTvk9m1axfAuM/7Uqv3hLvYmRvn6r/+67+EzWYTjz32mKirqxMPPPCA8Pl847JfLnUPP/yweOutt0Rzc7N45513xKpVq0RWVpbo7u4WQgjxpS99SZSUlIg33nhDbN++XSxatEgsWrToIpf63IRCIbFz506xc+dOAYh//dd/FTt37hRHjhwRQgjxj//4j8Ln84kXXnhB7NmzR6xdu1aUlZWJSCSSfo3rr79e1NTUiK1bt4rNmzeLadOmibvuuutiVemsnK7eoVBIfOMb3xBbtmwRzc3NYsOGDWL+/Pli2rRpIhqNpl/jUqv3l7/8ZZGRkSHeeust0dHRkb6NjIyktznTMZ1MJkVVVZVYvXq12LVrl3jllVdEdna2+Pa3v30xqnRWzlTvQ4cOiR/+8Idi+/btorm5WbzwwguivLxcLFu2LP0al2K9J9olF6SEEOKnP/2pKCkpEVarVSxcuFC89957F7tIE+rOO+8U+fn5wmq1isLCQnHnnXeKQ4cOpR+PRCLiK1/5ivD7/cLpdIpbb71VdHR0XMQSn7s333xTACfc7r33XiFEKg39u9/9rsjNzRU2m02sXLlSNDQ0jHuNvr4+cddddwm32y28Xq/4y7/8SxEKhS5Cbc7e6eo9MjIiVq9eLbKzs4XFYhGlpaXi/vvvP+EH2KVW75PVFxC//vWv09uczTF9+PBhsWbNGuFwOERWVpZ4+OGHRSKRuMC1OXtnqndLS4tYtmyZCAQCwmazialTp4pvfvObYmhoaNzrXGr1nmhyqQ5JkiRp0rqk+qQkSZKky4sMUpIkSdKkJYOUJEmSNGnJICVJkiRNWjJISZIkSZOWDFKSJEnSpCWDlCRJkjRpySAlSZIkTVoySEmSJEmTlgxSkiRJ0qQlg5QkSZI0ackgJUmSJE1a/z80tJftV0H0QAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "obs, reward, terminated, truncated, info = env.step(1)\n",
    "plt.imshow(obs)\n",
    "print(reward, terminated, truncated, info)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe57f466590>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "env = gym.make('gym_cards/EZPoints-v0')\n",
    "obs, info = env.reset()\n",
    "plt.imshow(obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 False False {'Cards': ['CQ', 'D2'], 'Numbers': [10, 2], 'Formula': [2]}\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "obs, reward, terminated, truncated, info = env.step(1)\n",
    "plt.imshow(obs)\n",
    "print(reward, terminated, truncated, info)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe57f4f21d0>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "env = gym.make('gym_cards/Points24-v0')\n",
    "obs, info = env.reset()\n",
    "plt.imshow(obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 False False {'Cards': ['D2', 'D5', 'S3', 'D5'], 'Numbers': [2, 5, 3, 5], 'Formula': [2]}\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "obs, reward, terminated, truncated, info = env.step(1)\n",
    "plt.imshow(obs)\n",
    "print(reward, terminated, truncated, info)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "GPML",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
